diff --git a/spo2/spo2-data-88-100 b/spo2/spo2-data-88-100
new file mode 100644
index 0000000000000000000000000000000000000000..a4a43fdec55df17e46aa4d3cf4226b6b5de8cc70
--- /dev/null
+++ b/spo2/spo2-data-88-100
@@ -0,0 +1,10850 @@
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diff --git a/spo2/spo2.ipynb b/spo2/spo2.ipynb
index 846a0315b4560a14806ece50ef1ae76c1ffaa724..c20e13455c77eb06a1ffb2df3e125ddeaef599ff 100644
--- a/spo2/spo2.ipynb
+++ b/spo2/spo2.ipynb
@@ -30,9 +30,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# The dataset collected with the card10 badge contains red and infrared data at 200 samples per second\n",
-    "lines = open('spo2-data-96-97').readlines()\n",
-    "#lines = open('spo2-data-88').readlines()"
+    "# The dataset collected with the card10 badge contains red and infrared data at 100 samples per second\n",
+    "lines = open('spo2-data-88-100').readlines()"
    ]
   },
   {
@@ -51,36 +50,22 @@
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "# The code for the TomoStrap expects 100 samples per second. We decimate by two here.\n",
-    "# We continue to use the decimation factor during plots to always plot the same region,\n",
-    "# even when decimation changes.\n",
-    "decimation = 2\n",
-    "data_red_with_dc = data_red_with_dc[::decimation]\n",
-    "data_ir_with_dc = data_ir_with_dc[::decimation]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc109af438>]"
+       "[<matplotlib.lines.Line2D at 0x7f60ea6bf5c0>]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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HMNZyfZnSLX//u17WRb2s/PzQzO7TTtNLE00DOiu7eXO9fuyx8c952mn67/fWW/op/oUXgje5tWsTU1DRuOOO6h8bj5QUrbjOPTfydjuyyDYnmVmcnahqFFB5eXLHGIlICsH8v/76V738xz+C28x3L2B1UI+lBHfv1jdl+xzh9PCeaU3iLMDDD2t/WE256y74+WdtcjWm3U8/1UqlQ4dgEc7WrSs/kPXtq5djxtR8HNUhEW9+tBfaab4eWOy9nrG2rUXPNPLRs4q+nnxv4AvgO2Am0NOTZ6JnLqvQSmMf61w3oyO9fgLGWPKTgBXetpsTGbOL/orA2WfryJFjjglGkdgJgOnpybvW5s1KlZQo1bOnqhTFtXGjzkepbiROolx+uVKdOgWP++CDYNSaSS675hqlhg3T6//8Z/Wua6LEQKkhQyofN2hQcL1t29jXKCmp+t86HnZ+Q/irfXu9POGEoCw7O7heVKTUJZcotWZNUPbzz3o5enTyxxqJ225TatGi4PUvvlgv7URLs+3XX/XylVeCskgJuGPGVP6/3nmnTrJcuTKYLAlKjR+vl3aSp3nVNHH3iiuC57KTZgcMUGrs2OB78x0FpfbdVy+HD9fLI4+s2RjCwCU/OqUSl++/V+qLL6LfWOyQxWSzbVv0LGtQ6vzz9fLSS6OPL/w1c6b+4UejvFypf/1LqXPOCQ1N/eKL4D4lJUrdequ+gZ5yit4+ZUpQydqKNydHqd27o19v6dLgvqNHVx6vHU7cv79eHnBA5M82dmzNw0WNYjI3U1upRXvtvXdwvbQ0/vdh0aLaUYCxKC3VN/GiIl2Nwaa8XG+3MZ/hrbcq/3/OOCP+ZzT/KxPeG+n17LM1+0zm4aZ1a6X+/OfgebOylPrd74Kh8CefHEzSNA8u++8f/P0mkUSViqv91VTJzdXOzlh+EmNGuPnm5F+/Qwfo3TvyttJSeOUVbYJ69FEdyRLe7CkSw4fHTrqcPl3b1t98U5sPzPXtGlNpacFQaWNOAZ0ICNo/ZGjVKrbt3RwDoea2v/xFL21nc5cuehnN/Pfuu9r8VNVEP8PkydpktH590KRjF3MMx4SrrlsXjPAKBODSS4NmvWjH2VFzdUEgoD9bRkZlU2VKSqjJC4JBHaYcP+i2DZBY9eM33tDLBx4Iyrp2DTXJXXZZMCrMDlsH7SOJVC+tuDgYDWgiHfPygsVOQYenp6XBuHH6fVaW7lhq1iGYkLl5s/YRiuix1BFOqTQ1li3TNxPjR4DoN8a99tLPRybCqq4IBPQPoVMn/UN57TV9I+zZM7KC+9OfQt+bH304S5YE15s3D0axmRt6OBdeqLPD+/YNRqy1aqWr7RrHdizsyLCsLO03atkyaA+3o9BMCXhjD4/GfffFv+7ChfpvWFoaLKxoHNXRFHk4djjzu+/qGxTAc8/pwIPGzNdfw9tv64iw99+HKVN0aX7QEXeHHKKjF6PRr5/+XeyzT/Ahpk2b0FB10A85xcVa2ezYEczQf/99HbkVHjBywAHB6gUm1L2iQrcVsBVWenrQjxIIBJVJeLRiRYVumGfG8uyz8OSTsf82ySCR6cye9Gry5q9Ipq1or+OOq+/RRubpp4MmiEgmsiuuiHycvc+JJ2rTSLxCh+EVAh55pGpjte3vhpdf1jK7EGJJia6r9fXX+v0++0T+n9xyi1I//hjbxGT27dcv/v/Yfpnsd9DjuPRSXaiwqVFcXNlkFo0bb9R/r4EDQ82Z4a8DD1SVTIgjRwaP37gxdH/bt2OOz8oKfpfuukv5ZruJE/X6ZZcFfZXRXkcfXe0/C8785YhJ+NOmbQow+RFvvVV346kKl1+uzUBTp+r3phy74emndcjpiSfqn1Ikli/XppF4T+7h+QpVNe2YBNKMjKDsggt0Dscll+in5okT9XnPOitoirP7utjX/PFH/UT8xz/Gv/ZvfpPYGM2Myg6PbtZMz0oGDEjsHHsS6emVTWbRMLPcoqLKzdoOOyy4buqJ2f/LTz4Jzjy7heVtFxUF821A/z9MSH5GRrC+2vr1wRD9Dh2CEWlmXOFWCNukW0s4pdIUKC3VYYnhRSHt3uBjx+oSIQsX6iQ3pUJ9Ag0R86OzS8EYHn5YF4GcNw9++knLbDt2rKTDSBjTRlXLYJhQXTu7WURnm6ek6KTPq64KbjN/czss1bbJT5uml1OmRFeYxlcTKwT8mmuC6088oZd2dQFbCTqiY/5fGzYEzVsG+3tpclkgqBCGDQsqAQitYLF7t040NjRrFjS1ZWbqUjqgTV/nnAOPP65NxEaZGDNqUVGoIkm0RXYNcEqlKdC1q3ZO2tnSoL+ow4bp9Zwc/eRsf5EbOkOH6lyC9eujVwwePFjPwt5+WyvVU0/VP8hvvqnatUwCYlVLjpj8iESVWMeOet8ZM0J9OZGws8Pz8vT/c/r0YOXd8Nmo/TRsnnoh+KRbURH0JVSlqnBTxswod+2q3OjL9pnZf0+TxzNrVqhSsR3y69eHHmPPVAKBYIJnaalWUv/3f3p/89Bh15uzHx6jVRtPIk6p7MlMmqSfis1UPrxsw7ZtcOedej1RU0lD4+KL9U0xXkG/e+7RN97u3eGLL6peh+x3v9MO1kRKv9uYJ9SqZNR366b/b8uWhSahhjN9un5CFdHmvqIinUxqJ+PZ2DcXuxz/4MHa9Pb669rkOWlS4g79po5dZcBEUkaKjlu2LPLxdnsAOxpv40b9PzL/B6WCkYFbtgSTUsODVExnVntGbf+v6yIKLBHHy5702mMd9cuW6UZIJlHvxx+jO+vshCmllPrpJ90AqzHz5JOJOaOvv77ux/bFF7r7Y3V54gk9duPUNa94CZPhLzuhdcoUfb5AIHmfs6nyyCPBXKcpU5Ravz74d7ZbPzRvHv9/ZHJOQDfkMvlaWVlKvf++Xh8xQl8rUrM6k3BrnPqg81ZMkmjnztX+mDhHfROguBg++ECv9+unn5Cuv16/Dw9vtLErB4P2NRg7b2Pl5JP1cvbs2PvF63teGxx3XOgsoapcfbW+PZx9dqjcrtocziuvBNdNSLhtamnWTPeZD8+hcFSdv/wl6OM477zQ0jb239wO47/88uD6WWcF1w86KOj3yMqCK6/U64WFwaAJY7KO1PzN5OCccQaMGKHXV6wIzpTtsjq1RIIhDo5qUV6uX7EK19WE667TkUNVpWVL+O9/68RpV2fsvXdlx/V++8GqVaGymtzc65to+TSRsOtBXXKJtrefeqr2mfz6q3PE1xV2BJf93bPNobYSat5c++2WL9e/T7veWo8e2ocTq45cy5Y6gbJFC92iwRSXbNVKJ/Xaiq2WcDOV2iQQ0D/esjLtJI/Ue6I63HWXbu5U3d4wHTvqsSRSKLExY57obOpjppIs7Gi8jz+uvN2O8rGVimnFvP/+wQivREq7O2qO7TPJygr68uxIRPvhLisr6B/MytL3jwMPDGbvd+wYv+FZy5b6/xveHuDWWxNrgV1DnFKpC046SZcUnzEjsSggkwVdXq7NOUrp6W9Ojg5NvfVWHaVlR/BEw26ktXatduzafSb2RIwp78QTK29rzDMVWxHY/0NjPikoCGZVt2+vTVs5OaEz5UWLdCfFZD3gOCJjtxAwlbgzMoLmsIKCYA+h5s2DFZP/979g+Lkp2fLjj5VN1olgZrZ1Xa04EcfLnvSqVUd9ebl2lsdyxE2erIvEgVLvvKOXFRXB7Q8+GOpgC8+M7tEj+rnHjassmz49uN5U+P3v9ee1q+qafutPP13fo6sZq1Yp9cMPet18tjvvDK4vWqSrBzf2wIvGTmGhzoqfNy/4v+nSRalJk/T6nDm6MCRoR79x4g8dGvr7rSmrVsUueloFcI76OuaYY/QTst0EKBIffBAMEzU92+3prP1EYgrD2eGI6+0OymHYnflMDSGldNZ2Y6/XVBUmT9a9Tdq00f6EP/5RzxIHDKgTm3Ktsu++lYMwzIzs4IO1eeP55xt/4EVjp1kz7dMYNEg3bANdT+2SS/Tv+phjgjOJ4mJ48UW9/re/Bf0oX35Z83Hsu2+d5xw5R32y+PprvYyU3W3z9tu1N4a1a+Hll7WZZNQoXRBxzJiml8iWmRm0Jz//fFBuF5Tck+jQIXp2vaP+mTxZmxyHDdO/TZMZb0yYSmnz1+bNuojrySdrP2yipWIaGDXt/PiAiCwXke9EZLqItPHk7UVktojki8jEsGN+LyLfe8d8LCIdPHk7EZkhIiu9ZVtPLiLyuIis8o45zDrXOG//lV5b47qlokJ/SWJFdxl7arIxPbttNm6EP/xB15bq2BE++qjpKZSmhLHDN/RyOk0dET2bDHewX3qpdsCbkjl77RXc1kgVCtTcUT8D6K+UGoDuwHiTJy8CbgFCvEte7/nHgKHeMd8BV3ubbwRmKqX6oDtC3ujJx6BbCPcBxgNPe+dqB9wGHAkMAm4ziqjOMCXWI8X6m5LT//534uez487tWkEG2+FmhyTu3q3rR5kaTo6mwdSp+n8fq5SLo+GSlqbN3ZHyTRoxNVIqSqlPlFJl3tu5QHdPXqCUmoNWLjbivZqLiACtgE3etrHAS976S8Dplvxlz1c0F2gjIl2AUcAMpdROpVQ2WsFZTSDqgPPPj74tUl9xO6fEJOvZ3HZbcP2FF4LrJmJp/fpgmOyhh8I77+heF5mZ+tx2/w7Hno+Im4k6GhzJdNRfDHwUawelVClwBfA9Wpn0Bf7lbe6slNrs7bcZMB1nugG2d3qDJ4smr31MyG84V18dXN9/f51la2c22/W1TNl2GzuHont3OPpobXc1ymbpUl15Vyld72rs2MbveHY4HHsUcZWKiHwqIksjvMZa+9wMlAFT4pwrDa1UDgW6os1fN8U6Bj2zCUfFkEe67ngRmS8i87dVN2EwEbp21RFH+qK6cOEFF+jKoHPm6GTDr7/W3QuzsnTLUXtG8uijulz5mDE6nn3OHJ1Ze+21unCiXZXW4XA4GiBxvUFKqQgZZEE8B/kpwHAvljkWh3jn/Nk7dipB38kWEemilNrsmbdMl6INgFVAh+7oWc4G4IQw+WdRPsNzwHMAAwcOrFmYTFlZZVlmps5UzsrS9ZjC90lLC/Y2Hzw4mPT0zDN6OWCADiOcPl3X8ArvG5+aqku8OxwORwOnptFfo4EbgNOUUoXx9gc2An1FxNSQGAGYGNz3ABPBNQ5415Jf6EWBHQXkeOax/wIjRaSt56Af6clqj9mz4aYIEyuTN2B6GFQ1cuOww7RJq1+/mo3P4XA46pmaxq1NBDKAGdrvzlyl1OUAIrIW7YhPF5HTgZFKqR9E5A7gCxEpBdYBF3nnug+YKiKXAL8Av/PkHwInAauAQuCPAEqpnSJyF/Ctt9+dSimrH2qSKSoKrSV1443BVqDnnKPLX0TrY+FwOBxNBIlvsdqzGDhwoJo/f37VD9y4MbSa6Dvv6Iz41FTdm3roUN3EySQ2ORwOxx6EiCxQSg2Mt58r05Io3bqF5pyI6BDfdeu0g/6nn5xCcTgcTZ7Gm7ZZH5xxRnB91CjXk8LhcDjCcEqlqsyeDWvWOIXicDgcEXBKpaqccIJ+ORwOh6MSzqficDgcjqThlIrD4XA4koZTKg6Hw+FIGk6pOBwOhyNpOKXicDgcjqThlIrD4XA4koZTKg6Hw+FIGk6pOBwOhyNpOKXicDgcjqThlIrD4XA4koZTKg6Hw+FIGjXt/PiAiCwXke9EZLqItPHkI0RkgYh87y2HWccc7slXicjj4nX3EpF2IjJDRFZ6y7aeXLz9VnnXOcw61zhv/5VeW2OHw+Fw1CM1nanMAPorpQYAKwDTa3c7cKpS6mB0a+BXrGOeBsYDfbzXaE9+IzBTKdUHmEmwd/0Ya9/x3vGISDvgNuBIYBBwm1FEDofDsSeiKir4+f33URUVIfKy4mKKdu2qp1GFUiOlopT6RClV5r2dC3T35IuUUps8+TIgU0QyRKQL0Eop9Y3SLSdfBk739hsLvOStvxQmf1lp5gJtvPOMAmYopXYqpbLRCs4oKIfD4djjWPLss0w/9VSWv/lmiPzfJ5/MxLYN45k6mT6Vi4GPIsjPAhYppYqBbsAGa9sGTwbQWSm1GcBbdvLk3YD1EY6JJnc4HI49ku3LlgFQuGVLiPyXmTPxu2fwAAAgAElEQVQBKs1g6oO4/VRE5FNgrwibblZKvevtczNQBkwJO7YfcD8w0oginEfFG0KUYxI+l4iMR5vO6NmzZ5zLORwOR8Mks00bAEry8iJuL8nPJ6NVq7ocUiXiKhWl1ImxtnsO8lOA4Z5Jy8i7A9OBC5VSP3viDXgmMo/ugDGTbRGRLkqpzZ55a6t1TI8Ix2wATgiTfxblMzwHPAcwcODAeErM4XA4GiTprVsDRPWflOTm1rtSqWn012jgBuA0pVShJW8DfADcpJT6ysg9s1aeiBzlRX1dCLzrbX4P7dTHW9ryC70osKOAHO88/wVGikhbz0E/0pM5HA7Hnon33F5eVBRxc3Fubl2OJiI19alMBFoCM0RksYg848mvBvYDbvHki0XE+EiuAJ4HVgE/E/TD3AeMEJGVwAjvPcCHwGpv/0nAlQBKqZ3AXcC33utOT+ZwOBx7JKq8HICyKEqlJCenLocTkRr1qFdK7RdFPgGYEGXbfKB/BPkOYHgEuQKuinKuycDkKgzZ4XA4Gi0VnlIpLypCKUVFaSmp6en+9j1hpuJwOByOOqKiTGdwlBUXM3fCBB7JyKCkoMDfXpKby5ZFi5jYrh1bFy+ulzE6peJwOByNBN/8tXs3Cx59FIDlr7/uz1ZKcnP5ccoUirKzWffpp/UyRqdUHA6Ho5FglEppQQFpLVoA8MmllxLIygK0+cvkqhTXU4a9UyoOh8PRSDA+lZKcHNJbtvTlgWbNACjOyQFdTpGFjz9e9wPEKRWHw+FoNJiZytbFi0OUigk1LsnNJa15cwB6DhtW6fi6wCkVh8PhaCQYRz1A+4MO8tfLi4sB2L19O8o486OEHdc2Tqk4HA5HI8HMVFIzMnxTGEBRdjYAP7zyiq94SvPz636AOKXicDgcjQY/T6W42J+dVNqntBTQzvz6wCkVh8PhaCQoa3ZSHCV73p+pOKXicDgcjliEKJUoIcPGl1JaUEDh9u08KEL2qlV8cP75TD/ttFofo1MqDofD0UiwHfXFOTlkeKXwAT9vxcxgSgsKmP/ggwDMu+ceCrduZff27bU+RqdUHA6Ho5EQPlNp1r69/z7DK4tf7DntSwsKSPfK4C994QV279iBpKbW+hidUnE4HI5GQkWYUrFnKhlhvVYqysqQlOAtfuuiRU6pOBwOhyOIPVMp2707pEKxmZWYmQpUduanOKXicDgcDkNFeXnI7MOeefjmL0uRFO0MbTHV4GcqIvKAiCwXke9EZLrX8RERGSEiC0Tke285zJNnicgH3jHLROQ+61wZIvKmiKwSkXki0svadpMn/0lERlny0Z5slYjcWJPP4nA4HA0dVVbmKw+AlEDAn6H4MxUrKmz3jh1AsDZYg1cqwAygv1JqALACuMmTbwdOVUodjG4N/Ip1zINKqQOBQ4FjRGSMJ78EyPYafz0C3A8gIn2Bc4F+wGjgKRFJFZFU4ElgDNAX+L23r8PhcOyRVJSX+33qQSuJrkcfDeD3prcjxIp27kRSU2nepQvQCMxfSqlPlFLmE8wFunvyRUqpTZ58GZApIhlKqUKl1GxvnxJgoTkGGAu85K1PA4Z7fezHAm8opYqVUmvQbYUHea9VSqnV3rne8PZ1OByOPRJVXl55puKFEpvqxDZFO3aQmpZGVseO/v61TTJ9KhcT7DdvcxawSCkVUlPAM5WdCsz0RN2A9QCeosoB2ttyjw2eLJrc4XA49khUeTmBzEzfQS+pqX61YrvAZGa7doA2f6WkpbF53jy9f0NQKiLyqYgsjfAaa+1zM1AGTAk7th/ajHVZmDwAvA48rpRabcQRLq+qIY/0GcaLyHwRmb9t27bIH9ThcDgaIBXl5az/4gt/PSUQ8BMdUwKBYAl8Eb/svVEqRTt3hsxOctetq/XxxlUqSqkTlVL9I7zeBRCRccApwPlKKf+mLiLdgenAhUqpn8NO+xywUin1qCXbAPTwjg0ArYGdttyjO7AphjzSZ3hOKTVQKTWwozcNdDgcjsbA4ief5M3jj+fn999HlZcjqalBpZKa6jvhy4uKfGe9USplu3eTkpbGiU8/DUD2Tz/V+nhrGv01GrgBOE0pVWjJ2wAfADcppb4KO2YCWmH8Jex076Gd+gC/BWZ5Suo94FwvOqw30Af4H/At0EdEeotIOtqZ/15NPo/D4XAkwu6dO/3Iqtomf5N+Vl7++us6oTE11fejSCBAimcKKy8p8f0tmW3b+senpKXRc+jQOhkr1NynMhFoCcwQkcUi8ownvxrYD7jFky8WkU7e7OVmdLTWQk/+J++YfwHtRWQV8FfgRgCl1DJgKvAD8DFwlVKq3PO7XA38F/gRmOrt63A4HLXKk+3b82SHDnVyLWPe+vG111Dl5aTYM5VAwPevlBcX+/umpqf72fYpgYA/cynJy6v18dbIa+OF/0aSTwAmRDkski8EpVQR8Lso2+4G7o4g/xD4MKHBOhwORyOhYMsWpo0axQXffkvLnj19eUV5OWJFfKWkppKakQHomYpRKimBAM06dKB41y5S0tL8GmEm/Lg2cRn1jlonb8MGHhThnTPOCJH/Mns2hXVQNdXhqC0Kaynw560TT2TbkiUsfvLJkLyT8JmKBAIEjFKxZiopaWk082ZSKWlpSEoK477/nrM+rP1ncKdUHLVGeWkpxbm5bPz6awBWvfOOv62irIypw4YxdehQfvnsM5a+9FK00zgcDZYiq85WMulw8MEAZLZv7/ecB3xHvT1TMWHCFaWloTMVb3Zior869u8fkuNSWzil4qg1Pjj/fJ5o3RqxkrI2fvUVUwYP9p2c25cuZerQoXx80UX1NEqHo/rMu/feWjmvURofXXgh5V57YNAPY+E+FTNTSUlPJ9NTJOKZvwBS09JqZYzRcErFUWuseOstQIc1Gj698ko2z53Lr/PnV9o/e+VKPr366pDpvsPRUKgoL+dBEf73wAO+bO1//1sr18rq1Mlft2cqZUVFISHFkprKQRdcwOHXXssxd95J886d9VhLSkLMX3WJUyqOWseERAJ+57lIrVD/tf/+LH7ySbYvXVpnYzMUbt/OrGuuoay4OP7OjibJrp91ut0X11/vR1P1OfPMWrmWMWm16NYt5CFr9/btIaVZJCWFQEYGQx9+mMw2bcjylEpRdravVCqsmU5d4JSKo9b58qab/HWjYHbHcHDmrFnDjMsvp7ykpNbHZphz880sfPxxfnrzzTq7pqNxYXqZpAQC/nrRzp0opdg0d25yr+Upksx27UJbCO/aFTJTCf+N+Epl507fpxLeU6W2cUrFkXR279hBSX5+zH1mX3tt1G0fjRvHkmef5ZfZs5M9tKgYv0+8cTuaLuaJv6KsDFVRAeib/Pf/+hevDR7MqveSl3ttFElZYWGlmYakpvrlWMqKikK2NbeVijdTqYvcFBunVBxJ58kOHXhpwAB6VDOL1/wI7K52AKWFhcz6y18o2Lq1xmMMx5S6mHd3pXQoRxOmpKAA0C16bdOoaetbkpvLtiVLANi1alXSrmuUSmlBQSUfY0pqKmlZWYAOI7bJiqRUcnOTNq5EcErFUSvkrFkTscy2qU1kbuKxWP7668y44goKtm5l/sMPs2LaNBY+9hjzH3oo6eM12cfGPLfm449rLVzU0ThY/8UXPN6iBcvffJOJbdvy2V//6m8rK9RVqUry8nwFkxL2EFQTYikVSU0l4CmV8FmMcfC379fPVyrhs5napvbrIDuaFFZNUXJWr6603Tw12RFh0fhu0iS9fO45VEUF3Y45BoDctWuTMNJQzI+016hRlOTl8faYMXQ56ijO/+abpF/L0TjY4kUoLn/9dQA2zplTaZ/i3NygKaqwsNL26mJ8NqUFBZUUR0ogQJopIhk2UwlkZPD7OXNod9BB9RZF6WYqjqRiOw5NtExNMfZro7B+mjo1Kee1Kfee5spLSlg5fToA2xYvTvp1HI0HM5uO5Wcryc31TVE7ly8nZ906fvJC6WuCUQiqooLSgoJKfentIpLhdDvmGJq1axdSVLIucTMVR9LY8eOPUSO20lu1ojQ/31cQ1UJFbJeTFIyJoKywkI/GjQuROZomqZmZQGxHd0lenj+rWPrCCyx94QUA+nhJilWhKDub4txcWu+9d6WWwGktWlBeVER5SYmu9xVDqfjjT0vjgLPPps9ZZ1VpHDXFKRVH0nihb9+o2wKZmaRlZVHw66/VPn/Rzp0ANO/ShWmjRrH/b3/LgEsvrfb5bIwCKa5jp6aj4RIwSiXKdyKQmUlZURGlnjPfpjQ/P2pJlNz161Hl5bTu1StE/trgwez86SeuUypEqRRs2UJqWhqBZs0o3LIFsZVKnLyqU+shRN6Zvxx1QuHWrTTfa6+o2+0M4mgYJ3pFWRlrP/mET8aPp6KsjLyNG2s8PmP+KsnNpdfo0QB0HTy4yuf5ZdYscuqgu56j9jEmp2gzFRPcsdt72LGJ9XDyXM+eTOrdu5J8p9dAK2/jxpAs+t3btiGBgK+kUgIB3zRXXyauWDil4qgzmnfpUq1tBvPjtrPxP7/+ep7t3j3iD7sqlFlKxThGqxPfP3X4cCaFPYE6GhelhYXMueUWf4YSbaZilEpxhCjBktxcslet4su//z0keKXStXbv9pUJXq5U/saNITOVwm3bSE1L85WKpKbS6dBDOf6BBxjz8stV/4C1jFMqjhqjKir8sMpw2uwXbLljZip2/omZDSSiVAx2NIzJgDeRYtXFn6nk5YWEiyZCSX4+D4ow6y/BZqY18h056pX/3X8/cydMYMlzzwHRvwdmllAU4YGmJDeXf/Xpw7x7743aF768pIT/nH02kw88kPKSEv98U4480u/wCGiTVyDgh+OnpKYiIhxx3XVk1VGjsKpQ03bCD4jIchH5TkSme22EEZERIrJARL73lsMiHPueiCy13rcTkRkistJbtvXkIiKPi8gq7zqHWceM8/ZfKSLjwq/hqBseSk3lixtuiLitZY8e/rpRKlmWGcw87cUyjcXC5JJ8eeON1TreYDvlTX2yRJPGTK2yhY895suWv/kmGyKEoDoaPqZHSjx/RSzzl4kgBNi6aFHE4/PWr2f1++/76+0POsjfVlFWRouuXQH9gJISCJDhKRWpYgBAXVPTmcoMoL9SagCwAjBFnrYDpyqlDkb3nX/FPkhEzgTC4/RuBGYqpfoAM733AGPQfen7AOOBp71ztANuA44EBgG3GUXkqBt+mT2br++4AyBqQmIrq2udyfY1pboh+MM0fSCqyl5HHAFA3wsvrNbxeRs28OqgQeSsWePL/KKXubkUbNkSt66TMVXY1WA/OO883jjuuGqNyVF3lJeW8t3zz1Nq5U2Z7+L277+Peaxt/gpP9F3++uu+o//dM8+k4Ndf+fG110L2sYNWZl97LemeeavbscdSUVZGs/bt/a6OKWlppHnj2qOVilLqE69XPMBcoLsnX6SUMqVplwGZIpIBICIt0D3ow9sNjwVMp6aXgNMt+ctKMxdoIyJdgFHADKXUTqVUNlrBja7J53FUjanDhvH17bdH3GZ+mC26dfNlpi6RHXNvfpjmB1hV8tavByLbtRNh0ZNP8uu334Y8TZrZjyov5+m99uK1wYNj2sVNwb66rgbrqDkr336bTy69lKWTJ/syUwE4Hr75Kzu7UqBJ3oYNdD/hBP/9tNGj+eD88ymy/IHbLKWVvXKl//0p3rVLd3hMS/PPa89UIlWqaEgk06dyMfBRBPlZwCKllJlL3gU8BISnn3ZWSm0G8Jbmv9QNWG/tt8GTRZNXQkTGi8h8EZm/rZbafzpCMVnGJjEM8J/EQkq0eDfrVGv2UhWMUqluSZX/3XdfQvsVxqg3FstMlrt+fdRtjvqnYMsWQCcuVpSXU7p7d8L9R4xSKS8uJjUz039AAmjft69fpLTLkUf69cGKdu70HfKfX3cdew0aBECrXr38GW/xrl26GVcgEKJU/Nl8LeZrJYO4SkVEPhWRpRFeY619bgbKgClhx/YD7gcu894fAuynlJpO4kgEmYohryxU6jml1ECl1MCOHTtW4dKOaMSLtjJT+11WqRbzBGg7sU946CEOPPdcBt96K92HDOGof/yjSuMwP8RIztKqYucVmH4ZhljFAmOVFi91VY8bNPZsY8bll/NYVlbcGWcz7x5iK5GU1FS/1DwEFYNZN7wxZIhfk6vPmWf6ocO7t2/314uiKRVvplLXVYerSlylopQ6USnVP8LrXdDOcuAU4Hxl2QhEpDswHbhQKWXqdQwGDheRtcAcYH8R+czbtsUza+EtzaPhBiDo7dUmtk0x5I46YJPXdz4aXY46CtAmpJNefZWx06cHe0BYP9q0rCxOef11UtPSOPfzzzn0qquqNZ5kKJVmViSN8f8YsmMolViKw5XSb9iYGXJRdjbfP/+8vx4Lo4jSW7b0Zx12+17Q30f/gSc72w9EybdyUCQ11Y+a3DJ/vv+7KM3Pp7yoCLGVSlqa//tp6Am6NY3+Gg3cAJymlCq05G2AD4CblFJfGblS6mmlVFelVC/gWGCFUuoEb/N7aKc+3vJdS36hFwV2FJDjmcf+C4wUkbaeg36kJ3PUAa2i5GIMuf9+BowfzyFXXAFo00Df88+nz+mn+2aFWE+C9tNfVYjUSTIR7KfLZtYs1kTeGPI3bKh0bMGvv/KgCFsWLox6fjdTadjYzbaMA9wO2oiEmcWG+zkyre+SnWlflJ1Np8P8oNVgBeL8/JB8lEgdHn2lYjnna6OgajKpqU9lItASmCEii0XkGU9+NbAfcIsnXywi8VKm7wNGiMhKYIT3HuBDYDWwCpgEXAmglNqJ9s98673u9GSOWmbr4sVROzd2OvRQRj77rJ93EmJnPvBAWvbowcgYOSXGYW98MolSVlSUcK0upRTbly3Tb6yggSxLqTQPm6lEMjm8MWQIEKxiGwmnVBomWxYuZPsPPwRNVNnZfqTiz//5T8xjzUxFUlN9P0dKIEBm2AORiSKsKC0N+R7YybVGqSFChVXHK3/zZn1OT4GVl5bSZt99Q45vqNQojEAptV8U+QQqR3eF77MW6G+93wEMj7CfAiLaRJRSk4HJkbY5aoeyoiJePvTQqDMKY07oOXQoR99xhz9jAf3Du+yXXwA4/K9/ZX2Uzo6nTZtGh4MPZvIBB9Br9GjWfvxxQmPLW7+etn36xN3vp7fe4v1zzmHIP/8Z8kO2nzTDP18kpdJz2DCyV66Mea2Gbv9uqrxy+OEAjPKivoqys+nQvz85a9YEb/RRsEujpFszlfSwWl/2g5f9PSizEm392YlSFGVnk9aiBaX5+ZTm5yOpqf61SvPz6XTIIQDse9ppVf68dUnDjk1zNDhMdnA0c5PJQUkJBDj61lujnmdojEZb+3tVVa8pLCQ1LY2Ho0TjZLZtG2L/3vDllwkpFWM++OL660NCmQPNmhHIyqKssLBSMcBIEV5tEriW86k0HBY+/jjfTZrERVYor+8o37EjZHac3qpVpf/5aW+/zQ+vvOL7NsqKikKUipmpZLRpQ/GuXSGKJNLDRXFOTogCy1u/nla9evmzGnumUpybS4suXfi/nBzf5NZQcWVaHFUiXnOt6oYGRyKtWTNSAgHOnjWLi019JAtjYuvs2avDnevRsJ807Raxqenpfgh0ICsrJLTUvins3rmT/5xzTkQ/SzjmBlFeWhoz18VR+8y65hq2L13qtwiGYFtgVV4eEkCSGuFBZr+xYzl9+nT/O15WWBiS5e6HzEfIuYr0UFK0Y0elRlq2sz8lEPD9fCYPq6ErFHBKxVFF4vktkqlUDD2HDqXd/vuz16BBDL7tNl9ubMtGmSx55hm+uOmmiOewCelBYd3oU9PT/RtCSlpayJOriebZPG8e8x96iJ+mTmXBo4/GvVZJXh4569bxSHo6c26+Oe7+jtrHNksV7djhr9uzb4mQYGic5fv/9rcAdD36aN9MmmJVEY6U8V6Sm1tJ2RT8+isVZWV06O97ASorFdNnvhGZUZ1ScVSJePWQ0mvxSeqCefM4xsrgb+fVSjJPc6vffz+hZMZoinHDF1/4iZkpgUDITSBv40YmH3QQU446iiXPPFP5YImUNqVvBv/53e8AmHfvvSx66inWzpgRd4yO5LHr559DZol2ImueNds0jnWInbXeY8gQ/lpaStejjvJv+pKaGlQqVvCHceSXFRXRLEJ7h4LNm0Oy8e0AkZRAICR4pLHglIqjSkS7IZ/82mt0HzIkob4oNeWU11/nN1dcQZcjjwQqR4rlb94c8/iKKN3yyoqK/JtAalpaiPmrYNMmPwEyYk5MFNNWSV6enzW916BBzLzqKqaNHBlzfI7ksWv1ap7fbz8ezcz0HxIKrZlKiFKx5CmBAGe8/z4jvUrF4Ril40eCpaT4sxZ7pmL75myF0fE3v/HX7d9MIDPT99lIIOCHvCfiK2woOKXiSIjCbdt4UISFjz8eIu85TBeg3u/00zn3888j2qKTzYHnnsuIp57yf3AVJSUhP+TVH3wQ8/iysNnWgb//PaDt1X7OiYivVFr27ElZURGt9t67ymMtyc31na3hIaeO2sf4MspLSvyHj0XWdzjPKqNjV0aQ1FT2PflkBlx6KZdv2sQfFiyIeH7zvy3bvTvyTMVSKrbPz271kNWpk98OIsXqm5ISCJASCDDyuec4bdq0qnzsesUpFUdC/Dp/PgBrPvwwRD78ySe54tdfSbPredURftmKsNat8XqZhM9U/LBNKwhh9/btvoJs7XXpSzQ/wJ/hiFCck+MHN5jOlY46xDJLGgWw9pNPfFl+lK6hdrJhiy5d/GCQcDK8705Jbq7/HVQVFb5isb+XtpPdTroVyyFvm9HMbGjApZfSccCAmB+zIeGUiiMhovlS0po3r5QoWFeYSK3SgoIQ/0e8m3dZcXFIQEHngQPpevTRnPDggwz55z8BbeIy4dNt9tkn6nkjBSb4Nw+lWPPRR75SyUsgWsyRXEKy1D2nfKu99/ZnBrYfxSZ8NhsN80BSnJPjK4OywkLfjGorFducateWs30n8Rz+jQGnVBwJUR7Fl1IX5q5omB9uaUFByA2/II5SqSgpCamenNG6Ned99RU9jj/er9FUlJ3t+49imb0iKdu0sNLpZh87uqi0MLxIt6M2sHu9G19Y7rp1lUJ5wymzwo5jYZSDbebsPWZMUKnYRSetSsPhUV4hhSM9pVKfv62a4JSKIyGiPbklWia8NtjriCPodOihHG2FGUP8mUp52EzFXt/n5JNpd9BBDLrhBr8BWLMqtmw1tvveJ51Eanp6RLPZL7NmVfJPOZJH4bZt/PLZZ1HbXEczkZoZb6JJq2amUpKXR1pWFpesXMmIZ57xG2rZMxXbtGXP7u0cl5CZSgPvmxINp1QcCRHN/FWfSiW9ZUsuXLiQHscfz8GXXOLLCzZvRikVNdmwvKSEFM/8AaGdKJu1a8fFP/xAx4MP9otK2smSiTD00UdptffedD78cMpLSiImvk0/9VRmXXMNBVu2UFpYGJJ456g5T3XqxNShQymLNCMMC/+2v8PGtxEvdN5gvhtm5tN2v/0IZGb6MxLbLJuSluYrj4y2bf1x2DMYsZRKQ2/GFQ2nVBwJEdX8Zd2c65NU68e7e+dOHkpJ4aGU0K93eWkpT3XuzM7lywlkZPjO1GgJm0YuKSn+jceftVg3plZ7782B557LRUuXcvq779JrxAjGr11LCy/CpzBGY7hPLr2Ux5o3Z/opp1TxEzsSwTThCiHsYSMlNZX2ffsCVZ+VZkR54DCRfvZsw65qnJqWFqxwnJoakh/lK5VGav5qnKrQUeeEm7/O+fxzfn7vvWq3AU42tv05Wm+VFdOmUbh1K4Vbt9K+Xz/SmjenJC8vrlIpKyoivUULirKzadmjh3buWjemcUuWkJqRQSAzkw79+vlyY0+P1TXS3JTsiCRH8rD7wIO+aYf7U8RqsFVlU6flm7Pxq2Bb3xN7RmJmLcU5OUggEKz3lZpKjlebLufnn2mMuJmKIyYbv/6a2ddeW2mm0mPIEE548MF6GlVlzFNdIDMzxNxkd6i0wzgDGRm+7yOaUjE3GFVe7jvfW/YI9oVLCQToc8YZZLRuHVG5GqWye9u2qJE8ts3dmcBqjjEnmlno59ddF7LdVhp24qKpUG0CNRJFRDjhoYc475tvQuQmVDlvwwZ6eL3qUwKBkGKU9kzFRBpu+PJLVng5KT++9lqVxtJQcErFEZNpI0ey4NFH2bV6dUhSV0PDKIbwyKtsqxClbYZKSU/3TQ7RZluDb7mFw//yFw46/3z/vKbnBsBfS0sZ++9/Rx2TMYHYnf/CyQ/L6I4XleSIzdN77cVjzZtHfVDIjNCUrWz3bv+Bw05KTJSBf/0rXb1OpwbTxM6OCrOVSkleXkiFY7tT6olPPQVQJ9UpaoOadn58QESWi8h3IjLd6/iIiIwQkQUi8r23HGYdky4iz4nICu/Yszx5hoi8KSKrRGSeiPSyjrnJk/8kIqMs+WhPtkpEbqzJZ3FExji7l734IqkZGYx5+WWO/Pvf63lUlTE3kUCYOcI2f3x4wQUh+4c7WcPJbNuWoY88oh2v3s2gKk+ytr092s0qz0q+e6Z7dyZ5OTGOqmMXCrVnlDb2TMWvyFBW5iubZBVEPcFr7WB/zyQQoO/55wPQZdAgX6lIIMAhV1xB8732YtgTT9D/ooto3qVLzGZ2DZma+lRmoFsGl4nI/cBN6PbC24FTlVKbRKQ/us1vN++Ym4GtSqn9RSQFMFlAlwDZSqn9RORc4H7gHBHpC5wL9AO6Ap+KyP7eMU+iu0RuAL4VkfeUUj/U8DM5LDLbtiXfRNCI0O8Pf6jfAUXBhO2G+1MiOmrRAQajp01j8VNP0d4rTBkLE5BglNZB3s0hFnZZlvD+LIZf//e/4BulQsqGOKqGrVTSw2asxpcSYv6yZi3mf5Vo1Fc8zOy3vLg4pDtkr5Ejuc57ULPNX6169vGuaRoAACAASURBVOQKq2bdFY24+kKNZipKqU+UUuYxby7Q3ZMvUkqZv8oyIFNEzCPAxcC93n4VSimT0joWeMlbnwYMFxHx5G8opYqVUmvQbYUHea9VSqnVSqkS4A1vX0cS6ex1yAMih2c2EPpdeCEAx917b4i8cMsWvpkwgYqyMt+2DdoH06Z3b0544IGEzHomBDk1I4O/VVRw8quvxj0mJPHNCiQIxClp43wr1cOecfo13DyMMsmyZyrWul/yJzeXP/74I5fVULkbpVJWVOTnrITnK/kVvaNUuG6sJNNIfjHwUQT5WcAipVSxMY8Bd4nIQhF5S0RMFlA3YD2Ap6hygPa23GODJ4smdySB5VOnMuPyy0N7jzRg2uy7L9cpRe/Ro0PkX99+O1/dcgvTx44NeQotrWJ/Cn+mkpmJJHgTCGRm+uaU1Ai5ENFYOnkyU4cPD6lF5ohPrDbA5m8e4lOx20d7M8mS3FzaH3ggLbt3r9FYTBBIWlYWK99+G4Cf33svZB+jVEoTzN5vLMRVKiLyqYgsjfAaa+1zM1AGTAk7th/ajHWZJwqgZzNfKaUOA74BTAhRpF+qqoY80mcYLyLzRWT+thg5A44g759zDkuefZa1H38cUqa7oWPXVLJp3bt3SNn+jV99VaXzmifPqtrc/SZOllKJVyttxuWX88usWWyeN69K12rqxApyMArEDsqwlYq5wRdHSFStDnsdcQSDb7uNUZMn09ebRYcn4xqzWKTk2MZMXKWilDpRKdU/wutdABEZB5wCnK+sv5qIdAemAxcqpUzA9Q6g0JMDvAWY8p8bgB7esQGgNbDTlnt0BzbFkEf6DM8ppQYqpQZ2bIRNb+ob+8fX0Inmu8ho3TpEqcSrZByOefKs6nGZEZSKieqJF93z34svrtK1mjqxlIrvLLdCu5tFMIUlK+JKUlI45vbbad6pEweecw4QNNEamqxSiYWIjEY75k9TShVa8jbAB2gnvv9I6Cmd/wAneKLhgHGsvweM89Z/C8zy9n8PONeLDusN9AH+B3wL9BGR3iKSjnbmh84vHdXGhESCfjo/9u67OfqOO+pvQAlilyy3u1DOu+ceyouLOeDss6t1XnPDipXIGAkzU7ErDxgTjCkDE42cNWuqdK2mzNKXXiLXSxo02A8YZgZr+zVsU1jXwYMZ/eKLDHvssaSPrXWvXly0dCmHXHVVJXn4OPYEahr9NRHIAGZ4dua5SqnLgauB/YBbROQWb9+RSqmtaCX0iog8CmwD/uht/5cnX4WeoZwLoJRaJiJT0cqnDLhKKVUOICJXoyPLUoHJSqllNfw8Do/MNm0wz0+p6ekc1QDDiOPRqmdPti9d6r8vLyoivVUrDrnqqkq+l3gc/Kc/8dPUqew3tmqxIJHMX35dqCjZ2IaqXqupkr95Mx9fdFEleWb79n7jLaNUbPNWSLFHEfqPG0dtYVdaMPQ580xOnjKF/b1203sKNVIqSqn9osgnABOibFsHDIkgLwIi/nWVUncDd0eQfwh8WPkIR02xTUUpDaS+V1VptffeIUpl9/btpGZkcOLEiVU+V68RI/xQ0Krgz1TS0hj3/fesnz3bz57uOGAAm77+GtCzqnAziOn/4YhNeOM4Q7P27clZvRoI5ivt+OEHAs2aUbZ7d73X1hIRDjrvvHodQ23QcFOkHfWKrVQaStHIqtLSyn4HncdQ17XKbJ9Kx/79Oez//s8fg539HynAwO6/4ohOm/0iPtuGJJz2GjlSryjl/91TAgHO+fxzxn33Xa2PsSnhlIrDp7y01I84ssNvG0tYcTitwpQKRC/JUltEMn+Zisp2mHGk/vVOqSRGNAe9Xf3AZNinZWXRzJRNSUujx5AhdDz44NofZBPCKRWHzxfXX8+Uo45i508/hRSQLM7OrsdRVZ9IpVGSVYYjUUypFjuHwsz87O6PJrrMVj7FOTk8KMJbI0bUxVAbLeFKxUR62Q8QXY8+mmFPPMGIZ5/1fVkNuZZdY8b9VR0+O73ii+s//5yyoiI/Osk4OxsLxhHeunfvSttS63imYmYbdtSYuanZs0GjVOwclhIvQXPdp5/W+jgbM+GZ6n5rXktBpwQCHHb11WR17EivUbp8YLScJkfNcErFQXFuLjtXrPDNBTMuu4yyoiI6eGaBxhZHP37dOs798kva9ulTaVugjmcqbT17/+7t233ZYVdfzRn/+Q8nPvmkLzPKLl62vaMy4TMVo1RsZWNXQTh2wgT++MMPtInw0OGoOU6pOHiidWsmH3BAaBc7pWjRTVe9SVaWcV2R2bYt3Y89NmLmel3PVNodeCBQuef5vqecEmJ+MTb/aE5nR5CSggKKc3PJWbuWGVdeWakmXTNPqUT73qakpiZURNRRPVznR4fPgocfDnnvK5VGZv4yRLKZ17Wj3sz+ojmDOx92GFsWLmTIfffRvm9fMlq3ZsVbb1XaTymVcM2xPZ3Hveit7kOGsOGLLyp1X8zyZnslubm0O+ggdv74Y52PsSnjlEoTZueKFTFNW1mdOnHwJZfQ/49/jLpPQyfQrBlpzZvT8Te/4ZeZM+vcUd9m3335/Zw5IdWebU554w1y160jvUULDr3ySlZ/FKkmq2701ayJ+wAKt28PVSCekg1vGWx8JSV5eVz8g+uEUdc4pdJEKc7NZfIBBwDaSRypUmpas2aMev75uh5aUrnKSyD80PSBqYen/W7HHBN1W9s+fUJ8P9Fql+Vv3NjklcpTYf4m049kp9XdE4K16hrrDLux43wqTZQnrLwIu0uebTKq66f62iCtWTPSmjULKW3ekDF5LeE97TfOmcM2l6QXgqn0sGX+/BC5UdJ2/xxH3eGUShOl3f77++v2LMXO7ahrp3Zt0skr39/Q+34b5Rfu+/n0yit5qRG1IEgWeRs28Nl114VUeDBsW7Ik4jEtunVj/Lp1HHd3pcpOjjrAKZUmxo7ly9m6eDH9L7nEl0VrYVvXTu3a5NCrr+Z3M2aw76mn1vdQYmJmKvucckrE7eE9OfZ0Fjz6KPMfeogV06ZV2rZr1aqIx6QEArTq2ZOUgLPu1wdOqTQxXjjoIF4+9FBUlNIW+Rs30tabxTTW8iyRkJQU9j7xxAYfQZXevDl//PFHxrz4oi+zTWGLqlEMszFT5nW/LEqgqoNJehWnTOoVp1SaKPmbQvuZ2fkR3Y87DoAiVyW3Xmh/4IEhs0S7p/36zz+vjyHVG0ZRJOJ0N4UiG/qDw56OUypNlPAnXlO6AuDo22+n90kn7XF9Hhorthmn61FH1eNI6o51M2ey4LHHfKWy/rPP4h6zz0knAZWDHBx1S007Pz4gIstF5DsRme51fERERojIAhH53lsOs475vSf/TkQ+FpEOnrydiMwQkZXesq0nFxF5XERWecccZp1rnLf/Sq+tsSNB0lq0IDUjwy++l5qRQffjj6ffRRfRsnt3zvrgg4iVcx11x6FXX033IUNCWhg3lTDZt048kdl/+Ys/M/tl5sy4xxx3772MnT49YnkeR91R05nKDKC/UmoAsAK4yZNvB05VSh2MbhH8Cvi95x8DhnrHfIfuEglwIzBTKdUHmOm9BxiDbiHcBxgPPO2dqx1wG3AkMAi4zSgiR2QqrEq5pfn5pKan++HEqWlpnPvZZ4x54YX6Gp4jjOFPPMG5n38OlnN+T1cqX99xB5vmzvXfr5sxI+Fjm3XoQJ/TT3fmr3qmRkpFKfWJUsp4fOcC3T35IqWUMdovAzJFJAMQ79Vc9H++FWD2Gwu85K2/BJxuyV9WmrlAGxHpAowCZiildiqlstEKrmo9YpsI5aWl5KxdW6maa0pamt/Iqr674DmiYzfz2hOVilKKTd98g1KKr2+/ndcGD074WPtv45RJwyCZPpWLgUg1Js4CFimlipVSpcAVwPdoZdIX3ZseoLNSajOAtzQJBd0AO+Z1gyeLJneEMeXII5nUuze/hiWJpaSl0bJ7d3/d0TDJsMyQP7z8MjP//Ge/mVpjoig7O6JS3DxvHq8dfTTz7r3Xl3U79tiEzulMXQ2PuEpFRD4VkaURXmOtfW4GyoApYcf2A+4HLvPep6GVyqFAV7T56yZiE+nxQ8WQR/oM40VkvojM37ZtW5zL7XmYnuhbFy0Kkaempfk9U8ojJJc5Ggbhvq1FTzzBNCuworEwsV27kEoOBlO7a8OXX/qy8Fl1NLJcq4AGR1ylopQ6USnVP8LrXdDOcuAU4HxlZWaJSHdgOnChUupnT3yId86fvX2nAkd727Z4Zi28pelqtAEI1hHRJrZNMeSRPsNzSqmBSqmBHevwS7jpm2/44dVX6+x60TD9uWf9+c9AMKtcUlP9DPr8zZvrZ3COuDTr0CFkCY3bDPbLrFnMuOIKdq1ezYMi7PCKPhbt3OnvE0+pGLNXtFbCjvqjRllCIjIauAE4XilVaMnbAB8ANymlvrIO2Qj0FZGOSqltwAjA1KV+D+3Uv89bvmvJrxaRN9BO+Ryl1GYR+S9wj+WcH0n8WU+dUFFWhqSm8trRWl8ecPbZfgvZuqSkoIDyoqIQ8wngRxPlrlsXrInViG9SezrDnniCzHbtCGRlseTpp+t7ODVm6vDhQFBJzrn5ZiC0bXW8xNvmnTuzKz9fd8cUCQlmcNQvNfWpTARaAjNEZLGIPOPJrwb2A27x5ItFpJPnvL8D+EJEvkPPXO7xjrkPGCEiK9HK5j5P/iGwGlgFTAKuBFBK7QTuAr71Xnd6snqlYMsWHk5L48MLLvBldjRLXfJ4ixY82aFDpR+c3YXQ9Exp379/nY7NkTit996bMS++SMtuoS7Dxv6UbnrNGLJXrvTXty9dGvNYU/i0JC+PS1ev5g8LFiR/gI5qUaOZilIqYps6pdQEYEKUbc8Az0SQ7wCGR5Ar4Koo55oMTK7CkGsdk6T142uvkRIIUFFWhior40ER2uy7L3+KUq+oNlny7LMh74+dMIE5//gHAN2OPpqzZ8+me4KOUUf9YZu/QD8chN+YGxpKKf59yikceVNlI4L9cBOLrM6dKdyyJURmFFBJbi6te/Wida9eNR6rIzm4jPokkb9pEw+KsNsqbWKeJL996CEAdv38MyUR+pYkk+xVq5hx+eUxzQft+/ULed/zhBNc8b1GQLhSCW9OVZv8Mns2O6rRQbFw61bWfPghb3ilf2x2JNhAK90KG25rVdeGyuWGHPWPUypJYvpppwEw86rKk6o1H37orxfUskP8q1tvZcmzz7Lq3XdDakbZ6/Xh33HUnGZhQSa1rVS2Ll7MKwMHUlpYyNRhw3ihb19AO9pLw/rCR6MkLy/qtp+mTk3oHHZQwtG33aaXt9+e0LGOuscplSSR1blz1G3tDjzQX6+tJ6t3zzqLuffc45sBdvzwQ8hsxYQOg1YqZ37wAedaIZyOhk/4TCWZ36Xy0lJyvRYI5aWllJeU8NFFF7FlwQKWWhWTV3/0EVOHD+f9c89N6Lwx/T5xkhWNac9WKq179+ba4mJfubj8qoaHUypJYufy5VG35W3Y4K8vf+ONWrn+yn//mzk330y6F8319e23o6yyLHYXx5T/397ZR0dVXQv8t2cmCfIRwofQkCgkGK1YBWwqIGhFClWoTSnWYl2C1rYoPmp1qZXialddapevlCpL28KrrRZtxSo8kYJWKrVirYpVvhRM+PBJ1AYFghKBAOf9MedczkxuwiQZ12SG/VtrVu7d99w79+TMvfucvfc5Oz+f8vHj1Y+SZaSqVJ697jpmiySsGXY0Vt16K/NPPJH99fU8cNpp/Lq4mM9UVgKJo2/nIN/85JNsXLiQv990U+j1zOHDrJk/P1i6PrxQyxFbriPkhxdH8vKCkXbVokVcqTnoOxyqVNqBOXyYf915J/XbtlG/ZUvCMf8F0Pjxx8F2oV0WJR1s+MMfmC1Cg+fwfP/ll0PLRvLygl6dmr+yEz9HfacePZpVKv+eOxeANfPn09jQwKHGRhobGnh7xYomZVdefz3rfv97XrPnbF+1il3V1ezbuTMhC6jDj8paOnkyq2fPDr2H1+69l2emTePNP/4x9QomEfb9/m+3YuJEepwUGiukZBD1zraDxVVVbFm6lFWzZnHc8cfziTdbv3t5eWh0iz/Bq70sv+IKAP485kjQXPWiRaFld6xZQ2H//ux5+201GWQpfjBF19JSPq6t5U+jRrGruprpSdFRAP++5x5WXHMNEFdC+3btYuq6ddQ+/zwrpk/n2xs38urddwNHfG6rfvSjJtcp6N49MEGF+QQP7N1LrFMnJBLhg/Xr2VVdTb1dxWHPtm1trq9vsnXob7fjoyOVduCbl/wIFaDZEMedmzYxW4TNS5e2+/v7W2WyY+3alMqXfvGLQHx5FiW76dqvHx+/+y61L7xAQ10dGx99lGVTptCwYwc9TzkFgJKRI4PyLnPi01ddxYrp0wGCv3AkdXS/s88OZG8sWAAk+jR2b95MMg11dcyJxVh+xRU8eMYZLJk0KXgewtIAHw03W96t/ABHknWpUun4qFJpBwNtxBc0nQHsHogTzz8/Qb55yRIAFl90EQf27qW+DT25d557jn27dwdKAmg2JPgLns37/HvuYcLDD9P79NNb/Z1Kx6JrSQl7PfPX0m9+kzcWLOBXffrQaP0YOzdtanLecb16Bdv+b9YpnR1r1gQyt2acT1he+N+WlwPxxS4dqc5BCcOZi6Ne9ssCm/fH+XSUjou2UDs47D2UDf/5T0LYbidr//ZlyTw7Ywb/U1bGocZGNj/5JNueeQZjDLNFeHzChNBzDh04wMLzzuPeHj0SHJjNRdl083w4nYqKOPVb39IlwrOYryxcyLl33RWMVAK8Nj1ow313hswr6VpSEkRV5XXp0uT4uy++2OL312/dmtJ9Nufv8dMkh+37OKU3YNw4Tp40KV6+hedJ6RioT6UNvL1iBd0HDuRQ0ku9cMCAoCfnMta1NMFrvU2I9eGGDcE8l+vs5Mity5axb/duNjz4IGfOmBH00A7t33/kO5tZdE+i0cA0p9kbc4vPXnIJAK8nrwHmRVK5iCt/Iq5j9+bNuHVfw0YiR6MxZPJul+LiJr6W7f/4R/gFkjo0B1tYHftAfT03NDYikQjGGIZeey1dQ5z3SsdCRypt4M9jx/Lb8nI+3LAhQe73zgZPmwYkhvL6NmKfh7284/d4vcfnbrqJlT/4ASuvv56NCxfy3M03J5gsGurqCMP39UTy85FolL6f/3wqVVOyhDAntiPsxe/Y9dZbQZqDlsLgW0PYJMzmAlKcwuvkRbIlM3TGDCBej0gshkQiRKJRigYOTMPdKp82qlTagRtpODPC4KuvDo4VDxsGJPYWnQM1GX/04bPu/nj+sn/PncvSyZN55ec/Z/+ePU2OO/qPHRtsu+Usonl5XPP++zrRMcfoWtJyPjrfd+LzcW1tm5fN902pCb6NFFYIds+ICwRoyYxVUFgIkPKsfaVjoUqllTTxXXjDeT8CzGVU7F5WhkSjQNM1t3wK+/dvIisNWS/Jj9hJpuyCI9mUXU82kp9P5969yVNbdE7hj1Ty7UvYJ8z01RrcPCt/dO1HNIbNIWmJQnuuS7Xgj+C/cPPN9D799CDqq2z8eACG2HBoJbtQpdJKDiaNKqJ5eYG5wZ+YFc3P55Jnn2Xik08GPS+naMJwoxXfLOBPqHQP+bannko4z3/o/WgZ99Dva+fLRemY+O1eeu65TY4PCel8NBc5FWZKczJ/vTG/49NapdLJRm8506zvoP/iXXdxxdq1wW+8e1kZNxoT2qlSOj6qVFpJctrdSH5+YHaK5OUl9BpPHD2aLn36BOGaXVtQKs4u7dui/eVdmgvRjMRiwQvGn39yxne/C8DxgwcfvVJK1uGHkPc69dQmx/sMHdpE5kYJAKdfdVWwHTZKdkrDX+rF92m01mHucsl3tpFnYVFfEx56iFMvu6xZ36OSHbRbqYjIz0Vko4isFZHFNusjInKWl6BrjYhM9M65QEQ2iUiNiNziyctE5CURqRaRhSKSb+UFdr/GHh/gnTPTyjeJyKeeuNs5Gl0PTkSCyJdofj5fX7qU8XbSmMNN2Po0QnkP7d8fLGYZyctj2vbtXF1by4mjR3PDwYP0UaWS84Q5sN3IwMcfyXa3c0sAelhfnz8ycJ2jA54PrzDE/JWq83zYzJlc8MADnPGd7wAgIfOqSkaOZMJDDxGx5mIlO0nHSOUZ4HPGmDOAtziS0nc9UGmMGQJcAMwTkZiIRIH7gAuBQcClIjLInnMX8EtjTAWwC3DdqauAXTYp2C9tOex5k4HT7Hf8yl7/U8NFX/Wyy4Af+OijYJZxJC+P0nPOYZCX9RFg0vLlAJwwenQgG2FXWfVpKaInmUGXXw7EbecfrFsHxMMzu5WUHPGn6MN5TFDkrX/llEmsc+dANm7+fADyPFlnz6zlRjp+2unj7QRZP5LM/3260YQva8n5HjvuOD43dSo97XcN/t73jlovJTtpt1IxxvzVGOO81/8CSq28wZN3AlyIyFlAjTFmizHmAPAIUCXxbvz5gFvX4UHga3a7yu5jj4+x5auAR4wx+40xW4mnHD6rvXVqjl01NbxnUwP39JIFnTZlSovn9R8zhhuNofCEEwJZ7xCnvf9y6OaVdfhLVDhzAhyZtf9p52pROib+4qVulWr/Be86QL7JzB+1uEVO93k54t1IfP/u3YHM/02678zzglPcvClfoTncd3fu3ZsbjUkwvym5Rbp9Kt8GlrsdERkmIhuAdcDVVsmUAO9452y3sl7Abk8ROTn+OfZ4vS3f3LXSzqHGRu6vqOAvl10GJNqh3YPcUkKiZHqG2MF9peJH2jj7sy/zlcrI224Dwu3oSu5y5ve/D8TDh7v268fJ3/hG4DfxfRZOQUT8QBIv+sqNUPyJiGE+E1/mRkR+R8dFRhaGdIjCzF1VixZx8V//2mz9lOwkJaUiIitEZH3Ip8orMws4CDzsZMaYl4wxpwFfAGaKSCcgzLFgWpDTxnP8+/+eiKwWkdU7vJWEW0Oyo9yP2XcPst+ra45LV61i2MyZFHk2bfeA+0ojLOmXr4j87y8ZOZLpO3ZQ8bWvNTlHyV3OmzOHKa+/TrfSUq6ureWrjz4aRBiaQ4f47KWXAtDjpJMYdfvtVC1aFIS1x0KUih+EUlRRQbSggHN+9jPGzptHfrduCaMSd44/0dYR5mgPM8VWTJzIAG9ulZIbpLRMizHmSy0dF5GpwFeAMcY0nQlljHlTRPYCnyM+mvC7MqXAu8AHQJGIxOxoxMnxztkuIjGgO7CzhWslf/98YD5AZWXl0WdqhdAl6SXvL3/iHqJUJmuVjByZsHosxCeGHdq/P8FscPLFFwcrvLoepP+wJkfPdE5K4KTkPpFotEkgxth583j9vvsoHj6cz5x1FqPvvhuJRBg+axZwxK8SLSigfMIEtvzlL4Ei6jN0KB/X1rJv1y6i+flc7ymZZB+I88n464cVDhjAnm3bCHkFNLvgqZJ7pCP66wLgh8BXjTENnrzMKgBEpD9wCrANeAWosMfziTval1hltBK42F5iKvCE3V5i97HHn7XllwCTbXRYGVABhGepam89I5EE57o/7B90+eUMnTGDET/+cauued4vfsE3//734IHz57mELZ3v9/YimmhLCaFbSQnn3HknkWiUaF4eXZJGDU4JRGIxqhYvZnpdHd1KS/nWP//JuPnzA1Nuc7iOTfGwYYy64w7OmzMnODbslnggZ1jGSdGgkWOGdHQf7gUKgGdsyOy/jDFXA6OAW0SkETgMTDfGfAAgIv8FPA1Egd8ZY9wiWj8EHhGR24HXALcOyf3AAhGpIT5CmQxgjNkgIo8CbxA3vV1rjGk6Hk8TZ//kJ7z4058CcaVStXgxBYWFxAoKGGMz57WGyhtuAGDgRRex7v77kUiEWOfOHGxoSHC0jrr9dlbdeisHPvqIooED2b15MyLCJStX6orDSqtwo+GDn3xCNC8vGHH0GzECgDFz5/LUlVc2O7nxyjfeoKGuLj76SUro5SbuHvzkEyq+/nX6DBnC8YMHs+GBB3R14WOIdisVG+YbJl8ALGjm2DJgWYh8CyHRW8aYfcA3mrnWHcAdrbjlNuO/wCOxWNp8GM5/8smHH9Klb1/qt25N6Nm5qJz3Xn6Zyc8/z1uPPUavU08NjSBTlJYYMG4cW5cta3aC4cCLLuLaFnKhHNerV7PrivlKperxxwP5SV7eISX30Rn1bSQVp3yqOJ/J+6+8QuWNNwLxyWeTnnqKqsWLOcUud767poauxcUJS+ErSmsYeu21THnttWDB03TQt7ISSFQqyrGLes/aSNg8krZSfuGFvDpnDieOHs3gadM4edIkuvTtG4RmmsOHyevalfNtPnFFaSuRWIw+Q4ak9ZoTn3iC2hdeCFL+FmgOn2MaCYvUyGUqKyvN6tWr23y+MYYDe/YkrKOUDnZVV1N00knqI1GyFmMML952G4OmTKGorCzTt6OkGRF51RhTedRyqlQURVGUo5GqUlHDvKIoipI2VKkoiqIoaUOViqIoipI2VKkoiqIoaUOViqIoipI2VKkoiqIoaUOViqIoipI2VKkoiqIoaeOYm/woIjuAt9txid7Ec7/kKlq/7Ebrl9105Pr1N8Ycf7RCx5xSaS8isjqVWaXZitYvu9H6ZTe5UD81fymKoihpQ5WKoiiKkjZUqbSe+Zm+gU8ZrV92o/XLbrK+fupTURRFUdKGjlQURVGUtKFKJUVE5AIR2SQiNSJyS6bvJ1VE5AQRWSkib4rIBhG5zsp7isgzIlJt//awchGRubaea0XkTO9aU235ahGZmqk6hSEiURF5TUSW2v0yEXnJ3utCEcm38gK7X2OPD/CuMdPKN4nIlzNTk6aISJGIPCYiG207jsil9hOR6+1vc72I/ElEOmV7+4nI70SkTkTWe7K0tZmIfF5E1tlz5kpHyu5njNHPUT5AFNgMlAP5wBpgUKbvK8V7LwbOtNvdgLeAGvJsegAAA5NJREFUQcB/A7dY+S3AXXZ7PLAcEGA48JKV9wS22L897HaPTNfPq+cNwB+BpXb/UWCy3f4NcI3dng78xm5PBhba7UG2XQuAMtve0UzXy97bg8B37HY+UJQr7QeUAFuB47x2uyLb2w84FzgTWO/J0tZmwMvACHvOcuDCTLdlUM9M30A2fGzjPe3tzwRmZvq+2liXJ4CxwCag2MqKgU12ex5wqVd+kz1+KTDPkyeUy3CdSoG/AecDS+2D9gEQS24/4GlghN2O2XKS3KZ+uQzXrdC+dCVJnhPtZ5XKO/bFGbPt9+VcaD9gQJJSSUub2WMbPXlCuUx/1PyVGu6H79huZVmFNRUMBV4C+hpj3gOwf/vYYs3VtSP/D+4GbgYO2/1ewG5jzEG7799rUA97vN6W76j1Kwd2AL+35r3fikgXcqT9jDG1wGzg/4D3iLfHq+RO+/mkq81K7HayvEOgSiU1wuyVWRU2JyJdgceBHxhj9rRUNERmWpBnFBH5ClBnjHnVF4cUNUc51iHrR7w3fibwa2PMUGAvcdNJc2RV/axfoYq4yaof0AW4MKRotrZfKrS2Th26rqpUUmM7cIK3Xwq8m6F7aTUikkdcoTxsjFlkxf8RkWJ7vBios/Lm6tpR/wcjga+KyDbgEeImsLuBIhGJ2TL+vQb1sMe7AzvpuPXbDmw3xrxk9x8jrmRypf2+BGw1xuwwxjQCi4CzyZ3280lXm22328nyDoEqldR4BaiwESn5xB2ESzJ8Tylho0LuB940xszxDi0BXDTJVOK+FiefYiNShgP1dqj+NDBORHrY3uU4K8soxpiZxphSY8wA4u3yrDHmMmAlcLEtllw/V++LbXlj5ZNtdFEZUEHcGZpRjDHvA++IyClWNAZ4gxxpP+Jmr+Ei0tn+Vl39cqL9kkhLm9ljH4nIcPs/m+JdK/Nk2qmTLR/iERpvEY8qmZXp+2nFfY8iPjReC7xuP+OJ26H/BlTbvz1teQHus/VcB1R61/o2UGM/V2a6biF1PY8j0V/lxF8qNcCfgQIr72T3a+zxcu/8Wbbem+hI0TQwBFht2/B/iUcC5Uz7AT8FNgLrgQXEI7iyuv2APxH3ETUSH1lclc42Ayrt/2szcC9JgRyZ/OiMekVRFCVtqPlLURRFSRuqVBRFUZS0oUpFURRFSRuqVBRFUZS0oUpFURRFSRuqVBRFUZS0oUpFURRFSRuqVBRFUZS08f+WqcJTzb1kPwAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc109af4e0>"
+       "<matplotlib.figure.Figure at 0x7f60ea6bf6d8>"
       ]
      },
      "metadata": {
@@ -113,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -131,34 +116,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f60ea315e48>]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Ii4dHc+IQvY/Afl/9ajP3pPnwxHHH4ckTTkhU97M338TzV1whLrpREcSRRCLGnVWUGphtY+nUqfjnuec671mwJNHQKbncgbCKigTpKJyuo9VIEkqp/wDYECo+B4DZLPZhAOey8kdUA6YD6E5E/QCcBuAlpdQGpdRGAC8hn/B4eDQ99GTmGUM93Hh61CjMefRR1G7ejFd/9CNsXbkyOEdSWgtzLsQpi5JEEeomyY7xj1GjMPnqqwuSJMISQzGShOXdlESSYES1uYhEOdNy9FVKrQIApdQqItpNlw8AwJ2cV+gyV3keiGg0GqQQDAq5wnm0fmTTaahsFhXt2jXNDc0C4ImEiJ0bN6KyUydUtm8PILd4Ln/lFbzz+99j7Ycf4oLJkwFAzH20Yd486zpRKojxVBIN17ouv+bBAw7AHscdhyW6PwO1dFSMJFGoC6wlSeiIbcXaN+VWfUHdtEtKEgVCmmkqojy/UKl7lVIjlVIj+/TpU9LOebR8PHXSSfijXpCaEl6SkPGXnj3xj9NOC/4PB4xxbxwpm+u4fffFuH33zXk3MVtCuM24hdxacAVX2vWzZ+ODe+7JXedY6Hdu3Ig/V1djxWuv5doLE5ICXWARiq2IkyQs76ZWSiRWazUS9O8aXb4CwEBWbw8AKyPKPQpA3bZtmPG73zXrdoflBp+4TYFEgVJtBNs+/xzv/uUveeUrmFE7z0uJxztEZHMNu4cWYriO8mSK2ovB5d20asYM1NXUYPott1htq0IIV7gfCXI35Xk3CckFWxORmAjAeChdCWACK79CezkdBWCzVktNAXAqEfXQButTdZlHAXjzF7/AazfdhDl/+1tzd6X1wUsSeObss/Hv73wHW1etctYJG6CzmQwy9fVI19Zai/Kz55yD+f/8Z951SiASiRdIvmAncYF1uLFaxIy34wrWK8ZwrY33kXmc2D12aUmCiJ4A8BaAfYhoBRFdDeB3AL5ERPMBfEn/DwDPA1gEYAGA+wBcCwBKqQ0Afg3gHf33K13mAeCT8ePx4ujRsfXq9Ubxzm0eS4StK1ciU1dX1nsUA6UUnjn7bLx+882lbLR0bbUQ7Ny0qSgJafvnnwOIzkpqFjNiksTDBx+M2zt0sJLiLZw4ERPOOy/vOkmSkNRJFiTDtWCTyO8si1tw5X1iSf3EYL0CbBKW4Vqwo+TZJAQisUu6wCqlLlVK9VNKVSml9lBKPaCUWq+UOlkpNVz/btB1lVJqjFJqmFLqQKXUTNbOOKXUXvrvwVL0rbVg0qWX4sP77outF+U9UioopfDXAQMw6ZJLynaPYqEyGSyaNAnTb7mlhI02TMrWYpPYtGgR/tKjB94T1EaxiPMyAiMSbEHcMHduQ1lEUFyUJBEVUa1PuK+JUjcxwiSpknh5pq7OzrPkkDBcyDNcs3IIxzyWAru6JOHRctAUA8m0Pf/ZZ8t2jyTYsWED7h0yBGvefz8oK6stppUQic2LFwMo7vvFxSvoStav9U0irg/HUEiShCvnkUhEEqibXLmbLCM6k2Kk9vPKHQhLBnntAHk73kmShCcSbQDZTAazH320LAuacQstpyqoqQepC0unTkXN0qWY/tvf5grLIIq3NsN1qqoKQJEb2URIArU1Ndi+bp2obspdHkEkQudEgiBFVPNy4XxiwzUvFySJMCGJKw8jSe6mvGNW3xOJNoSPH3wQL1xxBd674w5MOP98jC2QQ33jF7/A0mnTkN65E6/95Ceo3749OGeIhEqnsej557FtzRpXM0WjpRAJI/pzNVA5+9Za1E0VjSASgV5ceM/3DhqEu/r0ySMkSQ3QkYbrOP19I20SeZKElK01bHtwqcASEAlXUr8om0Rr9G7apbDs5ZeD7RPLDWNc3rRoUVEi/1u//CX+fsopeP/uuzHj1lvx9v/9X3DOiMnpnTvxzJln4u8nn1xUH5f9+9+Y/pvfyCdbCGdtJif3pimW6zcqjs9nzcKO9evDNyqug82Iz2fORP327di+bl3eGEtpRqIoIhGxUNVu3txQJ7QQSpKEuNCF1FOipOCKKeD1TDv6m0ZJ7JzoSTaJKO8mLt1Iqq+8rrlsEixFSd4ze3VTy8FTJ52El2+4oUnuFYj7RWxJyAe8meTckynY7lCf2/DJJ0X18amTT8brP/2peK6lSBJBPziHX0TfVr/3Hm6rqsLiyZPxt5Ej8chhh1nng0m/i0gStZs342+HH45Jl16Kf375y5hw/vkW4TPSZnrnTvH6D++/H2OJsPw//8FYIovIiH7+IVBokRZjF6IM1xESQJ5hN9dgcD6s5iomToK7wLqIgYt4REkS0qZDLiLBn4UbrndJ7yaPBtTW1CSzMyQx/jmQqa3NNSMEJuUZ/4R7LHzuOYwlwvZ16wq+v6vN5oB57saqm1a+9RYAYIH22d+ybFkJetd8MNtbfvb664GROlNbi0+efBJbV63KjZGQJLFp4UJsW7MGL15zDQBg4gUXAIAYobx1xQrcM3AgNnz6ad79w2ojcU4k8G5yehIZOM5HutLm3VSOuLb6EmeTSChJhD2UAkmCfYdWGyfRWqGUwuLJkyMX/jt798bECy9Epq4Od1RXY9p3vuOse1tVFaZ885uN4gi4QVrKTR9MEMOdKIWdmzZhy4oVQZ1nzzoLAPDmz3+e6J51Wj0WoKVIEvq7WOqmIvpmdPRNvXdwucDzI3H146RLLsH444+3Fr3P3nwTb+hxcP9ee+Huvn3z2uGSqnnXn4wfjy0rVuD9O+/M70CUJJFA3SRKEoL+X5QkuIrG3L8ISUKKjQgTA0sFllCSECWxBJKEJxLNBKUUFkyY4CQCS6ZMwdOjRuHt3/1OPA8AO9avx6f/+EeweM955BFn3Ww6jY8eeCDZtor6/Ev//d9YN2eO1YaBNGjC6ialFMbtsw/uGZjLeLLboYcCAAaddFLk/QFg7Ycf4s9du+KTJ5+0+lUMPn366ZLuyRC8i0ZKEoFtI0adtKsYroOcRel0nupn08KFFtf9xLHH4q1f/UpsxxAYy1Mu1J6kggszKpakK3g8ha8L1EQO/X9Q5vB+irp//k1lSULyXHLFQ7iulepJjJ0lSYS9nhxE4oN77sH9w4c7VYalRJsmEotfeAH/PPdcZ+DVdu0ZVIhePzwga5Ytw2dvvmmVxaY91lg/dy4++Otf8a8LL8y1z4lElLrJDDylgufYtGgRZv3pT+imM+eG0ydIWDBxIgBg4b/+letDkeqmiRdcgIcOOMAqCwcxRWHDvHnWgiXZdIoiYHGBWkG1lqFmiwUPIhN04HExBwNPPBEAMOzss/PqmUVuyYsvApDnBoU4eUvyjPJuSiJJODyBLJtEAeomSa0U7nOcgTqv/UJdYKMM16Y7odTiOzdswKYFC5zPVUq0aSJhvDHW62hQoOHDv/y972Hx5Mk5rjyBgdk1EO8fNgxPHHusXZhQkjD35Xv/cpWIKElEbOry91NOwcs33IC6LVsS3R8A3tDpLdZ++GFDu5mMdd2rP/oRJmjdtcGmRYti2wUaguFuq6zErD/+Mbbu1lWrMG7fffHy976XK4zznU+IRK6Sofu0ZETp5616jgW364CGDP1BKnZBndlXG/d77b9/fgdCXkpSMJ34riMWd+kbiWokJkmoBJKEK3eTK/2GqJJSyh6DUYZrSZKKskkIKi2rr00g3bZpIiGlsMim05h1++14etSoIJd7Y4hE5A5cMYuOVC9O3RSoCAT9uiEOicRwjd6a8x921ll4/+67cVtlZSCZAMA7v/895j/9dPD/7Ecewf3DhmH5f/4T2/bWzz4DAHw0blziuu/fdVfeORf3BQCzH30Uc594IrLt4HrH9+AL7bNf/jIeOvBA6/yGefOw7JVXIu9RatQsW+ZUk5rnsQKwYiQJa7yEFh5p0avo0EFXLVLdJEkSEXES3MYWlDniJPIkiShnEodNIiBKIQIgHkfVYQirjBQrD983qCMRBna/plCBtmkiIUkKfEAVJEkUEj3tmChR+WOCOpIkkcngL7164bmvfjXPJsFhXG8l/3UXBp9yCgCgY58+Ace/Y+1aZ/2VWrW27uOPnXUCFDDQP/jrX4XL3QFUBi9ccQWeu+yy6G4kfB8qm8XCf/0r79nG7bsvntIqmqbAttWrce/gwXj1hz+0yl//2c/w9u9/b6mbJMlSem9Zwe4QlX47yrYQ5pZVQkkij4AIUoNIOFhdi0gkiZNwbRzkIAAudVNim4TAmEa5wEr2EMkRoJzwRAL2YOPHxaqb1s+di0cPPxy1NTViXckmsW31atxWWYn3mLcID/SR3BY5V7JzwwbMffzxyD2Eg74KE27TokWo37EDaeZi23CT3CQy56JsGeTY6D5qoibR9bfr2jX/Os7thcokPPfVr+LxsOoPyDfGhmHeVxFxLeVA7aZNAIBFkyZZ5dN//Wv850c/sha1pJIE/z5R8QrhdyB918jIadNOxHeS7itJJWENAADbu6lQSYL3wbXoJ1A3OY3rWUfuJpckwWwgKpu13ktT2sc8kUDpJYnXb74Zq2fOxNKXXhLrSh4ONdo3f/ZDD+GtX/8aDzJdb5ZzhBKRkKQPQZIIT1ozwbetWYP7hw3DY0ccgT937Sr6xUOpIH4gasGvcAQKiv3J5sc5uDD0jDMAALsfcYTzuXibEuY+/ngg6Zi6mxYuDN6tK9+VevttAEC2hJ5ZjUGF3pVv4/z54nlrAQm7RLPzLs42b5Hn33vpUl0pwksp7AKbME4iTBwkIhZHJCybRFSchumrrrtp0SLn4h4nSYSjtZ0qsZAqLFA38Tq8rw47BJcqvLqpzDDqF7PfLSBLEkk4SEvvGuPPLC7ubNK98bOfYf2cOblBwXTLPJhO8lwx7WTCEgHrT42e6J+MHw+gwa4ANKiIsvX1eOnb387vF58cwvtY9c47eOiggwJpg7/Hum3bRFe9wDCfwMtKNFLHbNoShxm33or799or2GPZmRRRx4lkN7SM7U3MuAQa7ExTx4yxY1nimAa2uOXF1SBaElBmK1LDaETY3MQd5iLUTWG1n0QQXOqmwOWbceuRRErDpMiZddttbmkgiSTB4NJMuJgZZ7mDMFheVk1AJCrjq7Re8MlmYE0Wh+pm2+rVSO/cierBg3PXcQlE0jvygRQxUVypBswiy7l8MQmZvkYiEua+2/TGMYuffx4AkGYJAsOQ/NMlzuzVG2/Euo8+QlXnzg3V9TurranBHdXVOJgRnqDtAhb0xCqIAtpcOm0aAASBhhK3TURQZhyEiEjNsmWBO3FzYdbtt+P9u+5C5913D8pEyVKSJASu27omyoVUj0dRyg65wCb2btL9kr6rWOZSNyVQdxmYPFbBtebYYbh2xm44nEvyxqZ2GXZJD06bRDgbrYaXJMoM7lpqIHHl4Ylw9+67474hQ+zrmIeMtNm7NAmlwScNHpXJoFJ7kww5/fS8dqRFMip52+6HHx4cfzRuHLoPG+asK3FLUQtD2FC6Q6f++Jh5MNVt3Yqa5ctFm4K7Gw11Vs+aldePYomEeUeSKu+pk07CH0ISX4a1PfuRR3Dv4MFY8frrie+XFEopvDN2LDYb1Y5wPgyLKYiTJAzXzSKyE0sSpk7EOMtzuChQkpDGV6xNgt2rkGC6Tn36AABG3nijU5KwOylIEiF1UzYqOG7jxrxyZLMi8XQarsM2kDKjTRMJ6UVLHFehhmtp8c4KxCfOoJfWon02k0GHXr0AAJVaHw3kFre5jz3GGojvc2XHjsHxlKuvxqoZMwAAHXr2BMD84zkijJfW+TBhNf1hz//Eccfh3kGDYl1POUSpK2JzmiQIx6Hwd7acu7SaZ2D3WaFdfDewGJtSYfvq1Xj1hz/EhHPPFc/z5zUqU64qi5UkNKFV27bJcTVhewN/p4axEtoNXy95F0V5TGUY8QojSgUFAGrJkoZfIco8iRdfZceOsgOEis/LFHafjVI3iW6v6TRI8tQLG64FqcJ7N5UZceqeMGeTxGMIcHD4fKBKEdeCJGH2ieAGxih/dt6m2Fd9rrJTJ6t4W9S+xZIkIU26sLFQ398sXvy51n7wQfBc4badSEgkCtrIKXRfl+1JCYQuMLo77Cn127cXJNVwmHgW8yt0KDg0EmZBkoR57+m0rG6KSNkdtBwxzvIFxeRLAAAgAElEQVSysEq2BYkQRMyzKBUUAGT1GObG4STqJhjiGlroXaokUfoPSxIuOwT7Btl0OvcusyzZX4ThGkKfWoW6iYiWENFHRPQ+Ec3UZT2J6CUimq9/e+hyIqI/E9ECIvqQiA6Lbr2RkLgCPkDNB0qnMffxx3FbVRU2OkLhLUlCsknESBISIQqIBA+KEgzr/Y48Mq/PUQQtbK8w/4seSJJNQmg77Alm2orcs0Bo213V/a2cC4fjHdRt2YLFkydjvc6JtUzbJpwERpAkgnsKRCKbTuNPnTvj39df73qcSJiEelzis7uTexcmqI07BsRJEtDuxAqyFEV6O1ilAxijth+NcuqQOPmohTuK849VN3F1b1jdFMU4vPxyQ93Vq50G6kJdYJMQCRWqExCJsOFaxySFs9G2RhfYE5VShyilRur/fwxgmlJqOIBp+n8AGAVguP4bDeDucnZKEtkko1M2ncanOqrYcMF5bcVIEnH7/AaLKquXZkQiJUgSpv9GTRTucxiuSWO4/agsqHHeTWHOOok+2HVu3ezZePqMMyxOOmpRce3s5Vr0n7/iCjw9alTQvokgdxGVwCYhLHYpwa5l2p398MNie3EwRKKCqRYtsOc1dSzPLE4kzCV83GjCAiKRgyWtN8+uWtVQIMT7SOM1d/t8qTi4LgGREHNyxXk3mXsCeek9IjUA2rtJ7dxpE4YkLrBmfO7cCejYFcB+19Z83ro1p24KpeJwEQloN3q1ZUu+qq6JEk42l7rpHABmBj0M4FxW/ohqwHQA3YmoX9l6EeO5Y2XTFIzRVlNMdSJ6N0mTiQ94ro/VH99IEjy9guTKKOlMRSLh0PlKKqHwPeIkiUD8ZZzpwkmTgvgPCS5107t/+hMWv/AClk6dii2ffYatK1eK0obpB3f/zMYkAARy+0bktecgksE7FSQJ7vxg6hkiYTy9CkUwxhzcoiVJaPvRsn//O3c9kypIS76W+65570BgSLVsZmZc8QXU3Nv8RkmKSRiViO8pXmf2PjEuuKE+Z9lcKETdlGUEzWV7UKtXg53IHX/0UUPRhg0AS6fukiSm/uAHufL6ejlOIixJGK1DXZ1Tcik3moJIKAAvEtEsIhqty/oqpVYBgP7dTZcPALCcXbtCl5WnY/xFGz2skGwrm06LC7/VFh+IcZKEcE2G+XkHO4cJ6iapf5IILE1eV5oC0V02oq8ipycM2mfPPhv/POec+DZD127Rao5UZSXu2WMP/HXAAJnz1JPXCpBjz/2MDsBLijgHBZFI8L0s9Hs1xN0pCcSAu/vWbd2Khw85BPVscYRAJPhGSWnG+ZNevLLsek6cJYNpwNWaOCH+3GaeGEOxsOlQFKMSSKESkYgyXOukkVnGELhczAsxXJsnU5mMJQ1YDIwejwCg+FwxnHwmE7hJ8/sC+XMtIAz83bgkCaWAbt2C+uGYiaZKXd8UROJYpdRhaFAljSGi/4qoKz113mgiotFENJOIZq6NyCMUizjdrSBJOAecUUnU1sqGa8nW4ZAkzOJi1A7ccC31TxKNC1I3RRAJ7lMflCWQOKJiL4JLHEQiUOVozx2rLkNWc8Ecq6ZPD45dEckGxvW3z0EHNdyjAMO1OeZEIlBv6G+ZKEhQAiMSfxs5Ems/+AAPsQh8ybvJupzbrUJSqdU+IO6OFowhwcEiWOS0xJaVxo5pP0rdFGF3EBkqQQIRbRJIlhYkaIPbB3nAJx+T/DsyiSG4NjR+XS6w1n25NxqrU6OJr+mT4rZIcx9jk2gtREIptVL/rgHwLIAjAKw2aiT9a9KKrgAwkF2+B4CVQpv3KqVGKqVG9tF+zkX2LTiWfOUDbiKJukloy6UflwLeLCKhuUPLu0mSJARVkIqYoC7PkjCREA11Meqm8ETcKSzgYfCNkazykGuqVAdAXnAbAHRlQWUHfvOb4n0Dg7CJTjeBYQ5iaZ7NskkI6qbajRvx3l135b5RkZM4kGAzGWxauBAAsHnxYtwzaBDG7befyDVzcHVThYnUlyQJMCIh7HgoMQjBPVgf8/qv+xwlzYpE3zBFUcRFaAvIqY30A1jnI/OG8bakHQ5Di7H1Jth7ElOEhJ7lyGuvzZUzdROXJKb/5jfsAbM5rQSXJJrQswkoM5Egos5E1NUcAzgVwMcAJgK4Ule7EsAEfTwRwBXay+koAJuNWqockDySJJ2/S93k8noQNxbhA1Xg9rkh0HgKZbhuWcrmKej0JV1xOGgwvMhHiePSPSLVMmbhdaW44P1gfdyyYgX+UFmJ1e++G7RvRcRH2Fg4uCG5Q48e4n079u7dcGCItdHLx+z5LX1PLi1MHTMG08aMCTbkKXYSc3WTIXTDzj4bW5Yvb9jkR1B7VQ8dGpRZ+6CbBZMTQEG1lOWBe+EEfxFEQoz1MbYM4X0adY1ICLRXVTa8XS67n9WWQ5cfzD9jWI7Q31s2CWGOKqUCbl53JFfFEIlQuUvdxEdDeB6LKhROJOrrAf0+1ebNkc9UapRbkugL4HUi+gDA2wCeU0pNBvA7AF8iovkAvqT/B4DnASwCsADAfQCuzW+yhJAWdodNwrX3hIQ4F1iwgWnAA4mMCiFwa+RufZLhmk8gbcDMMrE47IGTl3wvNGFJ8vbKZqOzpYalgQREIvCmUg17iatMBu/fdZcsBQlcfh17xuC+jGNu16WLeN9AojJEgtmDopBdmRNqJY54/jPPAMil+XBJEtN/+1uMJUKmvh6Zujo8eeKJ2Mb26ODSYK/99gMAdGMpYNTMmblj/Qw8S242hkiICzt3tw3vEFegJGEC7rJSHM+jjzb8CqpApTcBU8LYCdRcDmYlK8xltSqevwxsEtmsTQAc6iZLJemQJJzbkXJjtcMFlkOl08G7ULNnQ+kEk2rlyiZVN5U1d5NSahGAg4Xy9QBOFsoVgDHl7FPofsGxFKymBEnCtbeD5JsuGaYBNHhDIMdx8baymVyqBMMRKqVAWvWUEYiYpW7Si6S0zWlQJ2xMC/8v6H2NyktlMtGG69DCGwWubuIBXJJaTHHDrUZeWnPY0perD+FF0qiRMg4iEYwD7tpo+i68C5NHiYhQv3076rdvRycjvQB4/X/+BwBQV1OD9++6C8tfeQV39+2LG0PMg1qzxlqIgv5wVZ7wvbOC6siS7CQjtRCkKal4ck1krV+OgMOWpD9tBFZCskTT77SgqswKBEuyEQEAmYSMMUQfgOVh5HR75RfwucLT67D6XJJTrvUiK286ZPUtk8nlyFqzJmfr0fdrFeqmFg/JjuCIkxAlCSmzJhxxEnzCaG8czulwm4RRs1iShM5Uai1UkjHPqKpYP8OJDMPcX5TO1pybceut+XsXM4S5ziSSBN+HW/IWstQ7WoXDIREBi2Pm35K9o2BnPS2JxEkSwTjgZdqDiLuWdt1jD/sZiPDYkUfiLofdLJtOB84JAHBH9+4YSxS4nKpNm+SMwjyZn95Tgqt2LFWjWfC5GysnEtzF0pxvpCQR6Pl1FLR1Xb8Gj3alvXasc9XVAIDtkioqxoHCCgbUkpwSYlhc7WYzGUulaXkSOTQCluGal3M3bF7O2w95N0mEWKXTgAlSBftuRK3LcN2iISzsGUmdww3X7ONKUgeAPEnAtBEcCzaLjEAkDFeslMrpjlmbGbMw8GAnKc1CY2wS/Jyk3w4q6nelucBMgrTaWaNeWLMmeBepior83EGA5Z5okBGIFX/nGYHzB9hk0y60hsvOCoshT4eQ5Sod7YWS5aof3a4h7kQUvUMfET5+8EEAQI/hw4M915VmCBQYweGqEKYaCrhR7gTBJQkz1hw2CemaMIdrvRUjKRpPLt1nCeL77N+/4VfID5YVsjLn9clBJCQX3qj28trNZm1CbLzBamvtcsEjEem0TbAcnkuKpeIIR467iITSgbKZvfbKzTHdvpckmgDSwl5InIRLkjDlZp8G00YA05Yw4LjhmqtTgoHPOMKs3tJTvfderhtmUeBukqG9HML6/cQ5qQyRENQBgZpLuyRnmY7dhYw2lm7esgUzx44FAGxdtUrMJ6T23jvv+nppjwrBYwxw7K9hzkWoTviWsqKrscDNpo10EPMOVCYTSDVWgj6dWZYTCevenHguXtzwyxbrggzXgiRhzgbSaJQk4Xq4cJ9D10mQiEr4OqdNIiomIwJWnASfjzpxo1q/3iaq7N2neVwHVy3zMeiQHrIhScKQfe6dB87kpFI5IrFmjfhNyoW2TSSEhcP6eCbxncMFVlL9ADnvmX0uvjgvehrILeQSkYBS+d5NSgUfKsviQnYYdRN/AEMkOAEME4n16+3/o9RNXIw3C44UA2ESrGkJIhO6h9g2k3B67LMPAKDrgAF5CeYA5FJJMKxevjyvzEkkBPVXeLkSOV+mq84Ki6vk8RTEiMS4ATvdJo0tCvHJIpVOWW+5hrJnDWxp3AWWjw1TxokEk6DDbQd1Qr8WzLuR7BXmXUYQHgmSukki0ABjqAQvKWe7Ie8mS8XmUDcZiVEhNJcjbBJKKOfX9hyYiwBQ6XQueJFJIUH/vCTRBHjrreAwyN/DJQkWaUkR3D8gi/jtu3dHpVFjcZ2wwO1bemRDJLSKxTKAs+PprH9B28LACX/k2EypfCJyDyKzeGk/eOuSEGcZTyLsiT3wi18EAFR17SqrmxJwhUDIcM0XPsl+Eb7WIUkEUgM/L3h6mfea1mMpbgqrbBYHfP3rAIC9zzsv1w/DoQK5vR+YStEyMmt7h4tIBMSME0lJOuTE1RhLjSur0PdAly8E8wU2iah4B4lIRHDHort3HJFI4DxhLdqcEJtfZi8DYL27wLGkokIsBxCoEMP9Dds+ReKRTotzQQHAnDkN8zFBtoTGok0TCdH7ghMJZkSV1E3WIsRFfObCmDILh5T/hntEsPuae/FrAo5P8D23pqIQ5RterArJIKnYPt2mnYxAnALPiwJSUWTZPhiWY0AElx7bJufiCpQkJHBJQkz9ILg+Gu8c/pYX/utfGEuUc49Fw8LdXe8TUvXGG7m+aukgC6Z60nt+mOuCe5rUGfy5hH3QMw5jqihJMGNpuO1gAZbsFSGI8ysq2DNK3WQC41zqJqm9QgzX6bTNAPJKDgKQdiRV5GPwc26z4kwls9m5HFxUJmNLEjrFv0qlgJqaYJ0pN9o0kQAbRMbEZS0m7LxouHYQCegEcmrlyuAF8wXf8s02ZTy9iB4YaU4QzGQX1C58eiiBs8uTJPJq2OD9Wse5UnO9Xtika8xUqUgyQbXhuBI2ESaTHpkZfZMSCUuS4O9c4CqTtKhckoRpg40HY4vIGK8eRrCf/fKXAQDTb7kl13Y6nTPIs7iBrPb82QFAPfFEQ12m4uPjbrsxdrM+SepATlgyMZJGQCQ0wbfUHKaNCLVR0I60cEd4RRXclkPHH8y5JB525p5hLybm0s3HHlcbp5ljiUVI2Ljj29tylZEytiR9D+k5VH19cM5SN3bpkutfsalfCkCbJhJcNWM+MVevWBxUjCTBBwY0l5Ddvh1mqbS8boQPn+GBP3qgZJh3hpK8VEyf+TMJC1meJBHDgfDzxqeoe3V1jkhIO9fpxc5MusoERCKjvXSygKW+IaNmY1y3+FxSSgquNmF2kWIlCctwLUTYWwuVuZfR5QsTeJnevwBoWASU2YCJ6c8tqVMzBYoFBvIFfeaEhmQFPJl3hhMc8+vw9Aruw9rcHPqWVr0QwRTrmF9JktD11wlG/SibhBgAyCUqdj5IkJlARWn6mq6rs4mE+VUKLqO0IUJhlZRVh9uCOAFgcTNO2xRLxRGWdII+eSLRdAj0qNzAzBahlP4YS5n6hQ+GxVOm5F2n6uuDF5wR1E18gnGux2S8XMd1/4K/e7g9QJ6YYRQjpKrKyhyRiIiIlQyMzn4cc0zQn2D7yQULAB3ZzF0Yk6onLCLBUoJLRCKpJBFMVK5u0sev6zgFqw+GoRD614nFTKhlywJ31ixbNCx10vHHN/SVEQn+LHVCkCE3UktEQpQk2HurY0GceW2bX+Gd5NWNkCTE+gW25UoLHyz8SeaC7s/iDz+0OXozjgGLeKz95JO8e2YbGhL7ZbnB19UF6sEs2x3SZZMAk2J5RHgQTAc0ifG6TRMJidOzJhg3humUyCuZsZsPgM08eyPzhApEX0Z8zIDfvH17jojwhUGIMTCER+SImQpKdAWM+T8Jsiy/jOgyqwe9ScWQiEjwxGn3399Q9uKLeamqAdhunxHgiey4d0smQVZaCVtWrAgmJ1/E6iKMopbhWaP3AQcAAA5hSd6yHTpA6b2yLfsU5z71O/qUqd74IlSnmYZKnkqFqRxNnzNxRIKVmbYyEpEIEQdpYY8aJ0W7wEpEgqsTJSKRYMw4vca4+y/r1zamAs5wScKhYdjIUqln33pLtLc51U1ckgjZxoLx4olEmSGoTT6ZODE4tojEhx/m1bX8ofnizTI3Buomx6YkgTE4Tn+qB8OCd97JO7WZ6+GliRnzfxQqzULNU2cIfU1zzgsJiYSQ40YBIJ2Yz5KQkhquBdsPYL//QjD/mWdESWJlRDJA8342sz7XavvLtOuuC8q4umQR24XPsqVICzU739e4wPKFhnOypn0mlVrcrfnlKpIoScIQnQQSo7Swm/EpqSMjU3pLUonDSaGgMcjrsPuv1Sq7sCqpC7PHZVySBOtXRx1FHvRL8lbi14YJFZck9PHarVu9JNFUkAalJU4KA4+DL+ydd9stOA7UDVzdxCUJztXp37QwcfnHke7fXppo0sQM1xHaikM2k4nkEDdq7tdwikm4OE7QlH5/2VQqGPibhYR6sW3yBXb48NyxoJZJ2l5AJFh5Tx19PVi6RiCi1doYvxdPFldXF3yLjQ7Dskj02bN04plINRbpHdMAmchYkoqpx+5ZbwI7pWtDZdKyHiROlCLiTcChNE6jpAzpPTgkiUKYIEuaZfffqDdxUoBtk+Bzl8eROGwS1rtmWYnDCf6C/oS95ZgNiPfv3bffjn22UqFNE4k4FQbnTtLShGGDoSvTNWdYxtZA3cR2DpM4rDXaDgGwicsrCByDlHRAmkzxPh5u8JTQkeomc64A91rLgGo2/tlzT9SZfFETJgSnpQVHbJNHHnMVTJFEos9BB+UmKr+Pfi/SCJL6asZBH2ZMV7W1UH375tXdyHIeSR46lspDBxTyvnXk6kcp9oMtrsZ7jROJdBSRCP0vfW1pk6bg+og5F2VDWM6Yt+A+rhxJzlbyYepWV1db60EHYwMKSRKSl5iCTWAsRoXv096jhxhDkmU2CddeFFlmk2hqtGkiYe3wpX+HH3dcUGZxdNKE4e5wnHszRKKuLidJcI8T7seufzfxVNFCX2sTRqjWS6ogob2kkIiElA4jqF8AkVghEUal0JUZ9YJ2EwRGAUCGqQUtw2aRRKJrv36i2iJwAZX6EBG4Z3mi1dZCMWnH4FP2DGmh3x8yJwnpvXTi0rDkthvjIlsfEfCWBMGzxrgM511X4P2spIV8QS2gDUnnD+TURGEpwZkKhBMJndIDsO1izmR/3C4SyvcW3rKUo2nirds4kYAwsJY4gl+4KBxw1FzPy1JEZFlGWaMQSjPdJB8sST/AJj2JK5kxVyJcH5dJDM3u3BlIM4u5j3e4XgETfQPjiLmbaUqQmpLsww0AWZb7xprQRRKJ9LPPihxckOBO6oOkP9fqqez55+fq1dXFuiNLRKIrlxSEa/jdJc49I+W84lKzURlG9syNKEkiNtq/AKQddr5CiISRXjKhiOsPmdeaK+W/5WzCCQnvV5KguWw2Z9DmyTpDMTpxY6VcaNNEQnrp9Q49J1+QAxWSNkYCCJLVAblJqurrg4jXtIMDyQ99Sy4uN+WQ4Zloo1AoN2gQ6HezWdnrLCmRYFKIFRsQIf1EtvfKK9GpsoVrJG45IILczrVzZ1FEomfnzrl7Sffn/ZSIhBRrIyT4KxaSSsWgpkgvMwmWWqdIddMO/S6y2awljfQfMaKhrZB3kzNpJCckLOuAYo4mljs1JxicSLC+Wd5NoX40Jdo0kYjT8UkBcACTJNiClGH58edq1VM2nQ4WvHomdu6MSTwmGskF7qx0PFk8wmJ3ZL2E6MM9RfTkq2NJ0Hqzukn2pwAEDs2UF0kkVPv24uQ0kqUYAS/ZAcz3YynP0zU1oqNBd96WtLGSTiUOwHJ/Ds5zaUqSgoQ2Z7z6al5ZsYhSN+1ISOyTgBPQYolEcH19vT2+dXu1UUTCEdFvpQ5x7AgYPjauzpy9UHV1lndTmKHw6qYmQJxbpeKupbpuJXIvbdFDDwXn0+wD7tDcEs/iWMdy78zW+XgAh7oiIv8RH4BNyVcolH6wSPs9LP3ss8CFuCurm5RIWG1ydWKR6qbswIGyTSIiVcd2ySZh6r/2WlC2+I03ZFUWO5YM13ysieokRiilvkhEoj6hzScJzNuSiGUpF7aMw/W7GEkoLEmkHYs73wd9MzNKuySMbEglFXh+cSIhBD8CtvdbNhT5DcBngW0KxO5pzBLZGY+PFHIvbSnTH24XVCRbt2wJPuyivLO6D0KZZGtobmSJSr7XrZW+QNjHg6clSWyTcLgTFk0kmIrAKhcmexQsd0mNWc89J45Bi0hIBKd7TtYQJQX23NIub5JNopQwnoB1CQI7G3Uf5inWaEkCsBZhS83HicScOcEx//bZ6dNz5Q7VnUVsOJHYtk30oLNyN+kAOu703mYlCSI6nYjmEdECIvpxWW8WI0nUM4+jjDFGQ/44KxjBMBzw2o0bxX0QOKQBnWRv3qaGUqqgDK9JYHFcejHsBEYk2P0SSxKlJhKDB0fqgpN6AK3X/Z8RKi+GSKRZRLWo2orZxyIpwS0Wkrt4OZCZPTt37NoLIiHCV6S5tyGX3BzX1zMDtRU4y9OwcCIRkh5Et3dukwAA7WHY1It2iyISRFQB4E4AowCMAHApEY0oy82Uit0UZjYL5jJqjCziXxo3RscZcqWz2xLGBDQlFFByw5nlhaMXrk6AKJKL6ckFhP3Pg+uLJRL19ZGLTjFSX3ctIR2IBEQiJp29NL7iRo/korsrgjMRFnNQJJGwUmvwvGoOdRAH90rK8P3GGUHn6iZLYnAkw1RbtuRJEkBu/Wmr25ceAWCBUmqRUqoOwHgA55TlTjfeCPXMM5FV+FTi+XjiXpp1XVzG1Zi2WhJKLd9YREJz2hkgEO95VO6chIu8xVE69L6FQMUQiaIWJDPZhw+PjZAXI5M5kZD6FHN/KSK8u1CvpYM7DVjR+8XGd3BvRn4f5sXoerefsZgfK+jS5UjB6kjp/QEEGYKD+vr6gEg4+lJqtDQiMQAA35NyhS4rPW67raDqhpvIQv44XdixRSRi9L8tT7HkRqltJZarpnFFBPOzT6hi4iiHJBElQRXzTgLDbn29nAKbHaclSYN5SEnqjzhJIs1SsBtsEuq1dGR4dD0vL1Jda7kB820EuPrIce06lgfO5YKsMpnct2d1eBZYDrXPPtbYU2F1UxuVJKSnznt/RDSaiGYS0cy1fLOeAlHI9I5LC8E/Ol/aWp7iqHgkzZ+UFC5JIlA3FdMm59a4K2KxcRKOhTw4X0SbPLdRbJyEUMYJk/SOYiWJmPO7CtJdu4rlxcbquLyMMswpxfXuevTrJ16bDUu2oUSYgDsGQoWcJkxbbV2SWAFgIPt/DwArw5WUUvcqpUYqpUb2YYahQrADQNyy0YtzE+xjG+1jN1bX4h7YcWsiEuX0ujIqlAxyYnl4sUsUzOfwRU8ajBeGipEkiiIS+jcTo8oCHEQi5v5xT9paiESGuaBa5cW258i+u2DBguDY9bU6cU88Vp5HJIQ6TkZhwwY7RiOd9oZrAO8AGE5EQ4moHYBLAEyMuaZgZOrr8RiA12Lq1XOOLUZ37FosilNytEyUUzXGHQMC76ZQnSREoiySRJR3UxFtBpLEtm1FSRKr2bF0/7gx11oYFxcxKJaV4XmT+FdZw3c41L95uz067BlWMJ1jHDnLZ8wQ9y43W/22ScO1UioN4DoAUwDMBfCUUmp29FWFo6KqKpEOlicQEA2IjuOC+9OIa5sS5eRAjSorAwSuycUQCYswlECSyDI3xFKgEoxIbN1aFJFoLFqLJFHqd+OyWw1mx+Zrheds1uFMkBdMJ7Rvxmx4MQ57FGbq6xskCT0/mopIlDo+qtFQSj0P4Pnm7gdgD0LRH50dN2YZqcSuMXHL2ccMIxJKuxMWcz+LSPD2i3T7jFM3FYoUcmMlDYgR19b9S3bnHHaFsZYE0cltCoeLkeCLpPlaRJSnCgIaGBmXhsFpe1AKiggpovyMCtw7qq4OIEJK16EmcmVuUZJES0ZcIrXGQHKAa4x0US7+opzuukadp5CbWGFOMZG6yUEkVBGeUkDpJYls6FixoK2mQmtRN5UaLiIhLfoV4c2X9GJe4agPRKiV9G9lKGuDQig1kJEkxFbKB08kGKojzjWGSMS9ZEmcS9p2InewXQDSbn1hFKpusvS5wqY1ifqVTiPYKrIE4NG1GRQfv9EYyOZeDxeRCBN2IH8scs8jJ5FwqZsAQClUVFbml/OdDDUhauveTc2KKD+pxhht43R6cihNDp2FMqOPjJM4KkucSqNcKJV9xynq699CJTQjSVQIubmKAScSabgJ+q5ip2pNyL7xBgCBALBj873ybBJMkpDGXXCtlAdMn6sUiITiHpb19SAiGNnTE4ky49Q//zmvjAYNanS7VcKuapVCmXU+pqxq4MD8CgmJRAe2r25LRhK3YQKC/TlcsKQHdmyIR6EDXmlJIuVInVAMTL8ycBOJploAPHLI6C1Lw2OEyxcuSULpgDsXkSBo9ZFw30DdFIq83gBYNqusw+W33GizRKJ6zz3zCwdEB3cnmbhVHTsCAFJsMWsXk+SvYp998sq6MQmgSljojVdMnM/OMd//fkyNloEkkgQhwqdcgChJVBbmq1FqSQLIPV9SItGWpIrmfNZs74YdTMLznIfrmnEUHg0uJiRMJMIgVogOMVQAACAASURBVKeSRW0DwHzYrrXZdNryaPKSRJmREtQwFEMkkiwvlToKtIJJDx004XBeM2RI7lgTlNSwYUFZVWdJ4ZQM3SUppAVC4vrDiJsUeSoA4ThVYNS4SRWeKiGRSCpJ9NTHxbogdomv0uIgPav05suxQBqbRBShcrrAmnLJrgDbq40jhZy6qcKRwyloq6ICBGBPYRe7cqLNEokKiUjEqBQqHWkAeu67b3Bs1E2V7dsHVJ+rfCR1SSWTNCo1QSE2YIy6au8LLojsn9jn6mrseeaZOO6WWwq+tilhJbULnTMLAsVIZKKfeaj9ipg2wjCG6zgU47NuiAS3hXXsqUlDVVXw3HE2K4K8aEqLTpy6rrkhzUCpx+WQOLI663OUdG5GAlVXi+WpLjZpjlM3ceJRIaw/1hjOZEBEWKTHY3QO69KhZY+YMoIYkeil97ON0ztXOvT7fOIFXH8qFRCi9iNy2c5PvP32yHvs1OnL02wv4HZ64HFistc5yZLjUq9eOH/SJAxLWB9onkHBiUTY38fwZvybjbjiirw2or5eoA6ojvJhy4davBiqvh6dY6Q5aYLHIQPkpZ7fofclqKuvR41mGOIkCQUgJdioKrrn53YtRF3XlDD9Tgl9lmS/chCJOIcJw/UDQMXQoeK1Fb1zm+6mqqqsuIqAGDCGwmpTUIVayULRdAF0HG2WSFQw/V/AvTu4LLPYpxz67PVstyrD9VMqhbT2ceaJ8SRpZbuQpHDj/PnBsSE8nAvud+SRYl/yoAeVq+8Skk7AUg7XqKXLTJTtLOun9K34N3XpjCtCet/Yfuk9tytjiEChtg6gYfFLw/0e67V7bJwaFMjFh1hEwiH5lgMdI57fPF+U66bECESBP2fY4Fss4sgnX9Ap9LyBJMHmKCcSqR49cnWYZGokCQWZSQ3b6ihmo7RyoM0SCf6RjYqIL+Bd+vcPjs3CksTDxYTh72T5XrbyzYuEHEIr33wzss3lepP6pVOnBmV1W/PjTQeecEJemeE86tgCG4fwJHYNEkllV24cdM01AORvwe1MYXdCM7UKdQkOJnkZiATQkGSSv+8+Bx2UV2ezI+Bu/6uuyivjtpNKo7pi6LX33sFxpxivuzC6dXFbOaKIqDljpC1RfaQliMpu3fLOSXY1ixiWyPPMfOsBhx5qladCv0C+Ki+QBlj/U5WVOaJSUZHzYuLt6LUlC/k5uKSZBUDNIAm2WSLBP3LNsmUA7IjIoWeckaurF5Y4mwUArHzrLQC29MC51y577BEct0+o+tiqd2WrWbIkKKtkxvDvbNqE6zZuRDthghlJomsj3Htdw5JKxMEVgpE/+AH2v+oq7HXeeXnnuAdS+EuZr1FZoE3CcHmxkkSB76KL7uta2ESiUnByyDrSL0jSocX8CCqydmzMSQtyFPZhDhZhVIXUIHxhMT1SoVTXHJW6r1JUchRRAdBozzPT80AlGZI2JbfXlINI8PK6mhqLyTBjydqnWjOVWciMCCcSGZRWek+KNksk+MesWboUADDnkUdyqh3GccYRiS/EuJl+9sYbGLNuHb4yeTL2ufDCoLxW4O4P/OY3E/WfG8vbV1ejQ/fuwaJx9t//HpwzkkQXne9+jy9+MbphosQDsdCFkUPiuynmPAD03GcfjHrwQXQQdNcp9j4rQwtksABof/YejKOOQjDJYxaiOCISxlbGEfLn7lqAN1qfAw/MK+P6buNo0Z15ynEikRJsHuY5JRmjKkJ9Ff5eFcKxIdSSG4CR8KSd+ioEYpZi9kHjSVjsAso5dcDt3MBHQJXDQO2SrlOVlVC6z3xsVuitDhTiJYmMPu68++7iPcqFtkskHOoBU84/tpEK1s+WE9LySShBZTLo2KsXhp52Wqzh6bDvfjev7Ova5mGdEziug7/1LQBAvyOOQGezCQq73/Xbt+MiprKSUNGuXeLJZrjWMFeVBGYiWrYhdj6uRemefJKFFxZj9VmxeDEAYOOnnybqp3FPlFxn+7Pjigg357hJRvvvH3iuDRckJI5Ou+0WHHNGIQBbgLZpNScfyxtYehLDMXMCaHTq/GmMdFN15pnOfoUlND46k3D6G/R32ax/OSw9v5mf7PtWGMaOz60CDLwVesEPGAL2LS2unx2H7ZgSkRh08sm5aysrG2JuunVDFTN6cxUpX5N66GcKq5sA4Mv/+Eei5yoV2i6RcCxsRlrguuvtbI9bKYK5G1Pl9P3CFwruywUvvoh+Rx0FIGcf4eqhLv3741srVuAEtuWqJJYPOfVU3KgUug0ahNpN+cnQqzp2jDRg9z/mGJz+4IORfe3A9Nw7tMG9GNtEhUCM+RepjJnwkgE6xSZfWJIoFoHbolb5cfD+VkSoDgOdPHuOdowrp912C/5Px+RyqmNRtz332y/v/FbtHQUAq999F4DtWLGFbV1qiDxXZnGvOoNgQYywYVSE1JlWMKAOXO0bZYCPcDPmczUgEuz7m0Weu59yoiUGzvL+6ecLpE2+dzbvByPQQdCs7k9AYDjTw13b27dvUBsSWWOT95kTU7MOSeqmAcceG/k8pYYnEiHsNC6IgmEYAK7Wu1SlBJsGUNiCOfz88wEAg085BRe+9BJGL12a0ylzAxURug4YgFRFBfa99FIAwG4HHxzZtlls6h3PIeGyN97AfpdeGulLL+nMiwn2Mx4pfLLzL8J13JL0JRHJnWyBc3H2R2ljb1KRPdBH9+2bd46T2yiiZOrxDLWH/+hHwTGlUgGR4ETgvH/9K68tro4q1L4CyAuu5BbL3zgl2OSm0hAAiaAbqVGfS5qAUiIIJEn6Wq+fqqoKxm6lIH04+67bMm+BM4UcJMQzmfeZ7dXLaovXARreQbq2FiqbtdL0WFISu1eKEwlBqmhKtF0iwQbOET/+cd5514QwnP6gE08Uz5/xt78Fx8a+cMDXv27VMQbrs598Etdt3AgiQrsuXdBt0KBA1z7ktNPy7gkAZz3+OL5XW4ueQioPjiGnngoAqGebuCfFjggPih3r1uWVFepWCgCVwrazqSFDcnYfzpkK30KSlPhWkRIxA4COhxwCAKjXBGWP44+P7GeQkE+wgXBURBAJKV6Bj79URUWg4+bMyZ6CeqejXoyA+MC4LgLnftKf/pTXhx7Dh+fV46Mm6GsUkYhSt+mFtEYzLpw7N5L57kcckX+doM6UCIdxF9+5YUNQt6IAIlERIhLG+SSvHg9w1c9rmJWsIRqCa31wD6WQra+35jN3NEjx+AlGJEiPjQwRKKEtrZRou0SCffAjb7oJgO1t5BoolR064PJ338WXn3kmKPv4gQdwzeLFuPjVV9F96FB8P53G99NpnHrPPTj+1ltx4h//aLVx5Ucf4bxJk5CqrMwzwLavrsY1ixfjlLvuyvU1NMiTLMqGu68X1AfnPPsszho/Pvj/uzU1uF6ot99Xv5pXlhHSKRcSg2FgJrEVQ9KhQ44DZJNcMmZKC+QWxgG6Fi3jAZbevh0/yGZxwYsvRvbTEAkSVBaWB0+UKkZQUVr9JwpUCL33358V5y/Kaz/6SG5DwH/97/8CAHqxNnuxwM7Vs2YBkI3lXOm1bdUqAA3fYb/LLhPtJnlSDSOaa957DwCwlbmFG3TUzIKxyRi1K5CboxaRMGVsDnC3YTMWeX86CK7AHGEiwcGZMT7OjbOLUc8ZNR6vE1Y3AUB6505L8uaEx5IkuJ2IeX6RljiPvOkmHPvrX0c+V6nQZokE/zjtunbF1Z9+imtZUBvn6A697jrr2r6HHop27EOfO2ECqocMwcD/+i8ADVxAqqIClErhyB//OM/VtdvAgRgWYQSsHjIEFe3a4dR778Ueus1C8cWxYzH0jDMsicRg+LnnYt+LLw7+b9e1a6Bj5UiqWioVkQBRcM9uMS67/Y8+Orp9F5HQk8wkS4vre7BwSDECzDAZpfoxixBfXPkCv2TKFOx5xhm4ZvFiDD/vPFz08su46N//Ftvi6sM4ImHGHR9/HZgkYrD2gw8i2zHYuXEjznzsMRz5k5/knUuS7kTSpZv3X9W5M/571Spc+lpu53nJPmjsYJVCxgQgJzlvYwzD2U89heN/9ztnv6KIhESgAGDBhAliWx/df39wnCdJaPA5ZKm9N+YSbXB3WL5WmW9+/G9/i6N/+lOxD6VGmyUSfHEgIvQYPtz6GIf/8IfBsUmBEQ50ulEp3KgUurLYh1LioGuuwSU6kK5QdN9zT3zluecsYhbGNUuW4Otz5zrPS2nPBwpqtnD0aRSMCiTQA9fXB0GARBQstnwxkzgmLk1Va4P1bgccEJTxRfvMRx4JjtuFFvu42JcgVw/n7PTzEuNQo9Qtpq98IZUW+GodhzDohBMsdeZ+l12Gq2bPRruuXS0XaaqowJUffICvzpiBY375y7z2TJ+4naOd4Ma6Q+DwJWxetAiAzBQEz6/VL1LMUW/BZdcY1SmVQufddxfblggQlyQkOyA3wHfp1w9H/r//l/9AoeuNvHoUW3wlVRcAnPbAA872DPiYWP7KK7lyNq/4OCVt7wRsgzafX82Re6vNEgnXyzYGTc71mYEiBqvtwqgePBi9JDdKDUlq4O/t4G9/G0CySHQDExjIJQnjycVTmfA2O/TogQunTsVXXnhBbHO3ww4D4A4O45PSLAidtCE6ziU5UDdxfbEeD/xdSKlV8upzY3wqZRmvXfhBNosz/vY39B4xAt+tqcHJf/mL1Uafgw5CvyOOEB0ZzCK1lXk0ceI6/Ctfib0/hyHcktPHts8/t/7ni/Ri/d2yERl4177/fl6ZsTsteu65oKy3ZgQqhTimpOAqLX59Vo9D7lrMn5Uv1twV2QVO3Piz83nlYi5STAVoSRIl3NckKcpGJIjoF0T0GRG9r//OYOduIqIFRDSPiE5j5afrsgVElG9NbgJc9fHH+Ma8eRbX0P/oozHi8ssTcQ+tCXwRNJNzK3MFNWL+uo8/Lrhts1ipbDan6iLKGcbZveu3bcPgk0/G0NNPF9s6+Y47cOA3v2llyf2U+ZJbnCgRLpgyBZdrfbwEPhEDwzVb4I3nmKUymjzZ2d46bUeY+/jjuXukUmividpuoTQQVl+ILOLCF0dLutELCVfpmO9z2A035OqxcS3ZtqI2qQpymEmegdks+h52mBysqaWKVdOnO9vmhCAMrmKTbBISkZD6cdDo0Q1dDUWwm3eaEQJpLQeDmGh2wHZdd9WxAnX52BwyRHQiaO2SxB+VUofov+cBgIhGALgEwP4ATgdwFxFVEFEFgDsBjAIwAsClum6TomOvXui5997WRKho1w5nPPIIejaDZ0EUuu+1V3lvwAbk3jpSnAc7GS5IyjcUhzWMczQThQTvjiTo0q8fTrvvPluVwtqy1DxEGHLqqega4bPPOTe1777AwIGgVCqPi9vJYhKikNEumhy1NTVB+Z5nnZWonTAkFRjnTDt0747rt2/H0TffHJR16tMH+1x0EXoMH57ndQfYsRff2bQJ17BUMGaxl1RCHfv0weWzZuGEsWOd/eWBfNdv24bvsfcivSODI5iqyBjBK2KIBHcAMAhceUMLbaBu0lIsf4cudZOLAFz6+uvB8QqHqpiPbUvdhNw8s/rXWiWJCJwDYLxSqlYptRjAAgBH6L8FSqlFSqk6AON13WZBY1JONBW+Pnu26JVUKlAqhcqOHdHvyCMDuwHndMxELYZIcI+lQMfPJu+W5cuD4/Yx7qdBf9hicSILPLQWkQSRuJxzW/PJJ1CVlSCiPM57w7x5gWpir3PPTdRHgzduvjnQ2xe6NWqwQHGiqvuWqa/Hl+65B7sffnhD3Y4d81RqZz/5JK7+9FMxYnvwKacEx+2rq1E9eHDwf9BfYW4Y11zpWxlPvd7MZlTVqZM1x6KIxLAvfzmvLMzEGRhvJMnbrLv2UKsOp/nWkoVRdXJbXIXDcG1JGIJrLGCn3TEelIC90Fv9JArmgMQAhMubCuW+43VE9CERjSMiI8cOALCc1Vmhy1zleSCi0UQ0k4hmro3QBcfha++8Y1F+6x4tfHMWoGFySF5JpUL/o4/G9Vu34rK33splq2S61SAIq4B3ZQIIuVhuJg03dvKYhwOvvjpR25wr48bYCoeKxoUwp7xzwwZAIBIqmw3KTExDRyH+w3kf89wFZvYcvXQpLpw61VrAjOqqU58+OHj0aHzt7bdj2+nI9j4wCNK5MOxz0UUAcu9OYqCMXaij4D0V6Pwj0lzzbAJ5/RTaNG65vH0gl/FAcrr4wve+h/MmTsRZTzyBk++8Myg39hOj6nRKEmxx56l4Drn22uCYjy+j3gJs4sujy8M2ieB6br/alYkEEU0loo+Fv3MA3A1gGIBDAKwC8AdzmdCUiijPL1TqXqXUSKXUyD4FTMowdh85sslD3HcF3LBzJ74xb15DrqlUqsFV1ESWMiJh1DuSx4wLwYLBOMd5Tz0FoMEVc/CXvgSgQe9/1vjxOOaXv0zMaVtuhjxFAycSgiRxwYsv4iqWlyvszlq7eTMolcrLDgqlgrKAO0y44A8dNSqX0qHALVU79uqFwcz9FgD6HnYYTnvgAZx6333iNXuedZa9UCGXWoIH3R3MFjaD0x98EIeMGRO4XEqSxN7aCM7dbS96+WV8c+FC7HXOOei5776W2iiMqKBP7ulm3pllc+I2BONJJqigUhUVGHb22aBUCoeyhd0QaWOrsIgEX6C5WyobI1ZEOBtfXKVpJDsA+OCee4K2LFVSAkmiUKmzFCh2+1wAgFLqlPhaABHdB2CS/ncFAB69swcAs+GCq7xZ8KV77hEzbbZ2VLZvn2d/kSSJ4eedhy+OHYuDv/UtDB01Cl0HDMAjEUZYgE1eNpn43htLX3oJQIORk8dyJOo3m7hDTj0Vr+lI+jhJYogmTEE7UmCcIElAqVyZibxl3HKnvn2tFA/9jzkm2DvkoNGjAyNxXNR3Uhz4jW84z50vpPgAgMvefBPdhgzBX/X+KdL7qerUCacwryopJYpZHPn1g9j+Jt+YOxerZsxw9m+oEM9jwJkQiaByJmD2Qw8BAN742c+c7YWRZ8hmRGIdYx4sIsHGwnwWWMvHdS+mXuPSwNbPPkNV586o37bNJrgVFcH1klMCgMh3WC6U07uJy63nATAuMBMBXEJE7YloKIDhAN4G8A6A4UQ0lIjaocG4PbFc/UuCg0ePjg3aaiswA5W7NlIqhcN/8AO069IFw848E7vplBdRMBN6f7b9aDFpPQDgO5s34ztM7+vySrFSNCS4l9QfySZRv21bPpFgi1g4BxAfS5RKYeAXv4jrNmxwem01BfoffXSQRj4pojygAOCw66/HmY89llduVFIcZhvaKCcM/t4vmjYNAHDauHFBmfRNpSh9FzK1tZZKixMJExsC2Fw8lxg2LVyYK2eLe/vQBkQc4m6XJ58cK0lI2wuUG+VUcP0fEX1ERB8COBHA9wBAKTUbwFMA5gCYDGCMUiqjlEoDuA7AFABzATyl63q0AJhI182LF4s5heJQEaEG4Jy7lCrdhfbdulkTMYnrYhKCJKlTKJXKu3bnxo2WK28YQ/Tib7aa5V5GA7WLZtyC2xLBF8vvbNqE60JeXifdfjv2u+yyvOuMauUo9h5OHzcO39261Vp0Td6xS19/Hcf+6lcgIpw2bhwunzULg046CTcqhQOZZ5aUXjwJTMrt2s2bbWMyIxLcldbUiQqe5c9hbafL2u931FG5DZj4WOvTR7RJFJOKv5QoG5FQSl2ulDpQKXWQUurLSqlV7NxvlFLDlFL7KKVeYOXPK6X21ud+U66+eRSObtrLpbJDB5w/aRJ+EKF7l9wDvz53Li5+5ZVgIU/X1uLMxx7DGY8+aqkTpMjhpLAyfwqpDMLlLkiG2c/efDNYJIzxvaJ9exx1881o160b+mkpgS8Se2mvnC9873u4USm0r67G6KVL8ZXJkxPvStgc6H/MMaJHkYT21dUFEboblcJxv/pV8H+qoiIvK8C5EydizLp1GHDssQFhPfDrX0dfQRIBcl5LAHDGo48CgGVjcsF4VG1evDjnHltRYS3uXDo2dUxQbS/BzZY7cZDj+JL//CeQCHayVBy8nskNBQDri4hDKiUaZZPwaDsweuiOOtLUFan87ZUrUdmhA/4SSqrWfc890X3PPQObQ6a2NuA2pzIjYmP2zXZJEnyCFiJJfOGGGzDr9tsBABtY+pJBJ52E+c88g1RVFfY47jh8d/PmIOI6HJFeveeeAWcMNOSkistL1Ry4+NVXA7fjy954o1n7Utm+fUF7kfOFfMTXvoYRX/saAOBby5e7LgEQSiZo9t+uqLDGkWXENnX02Lri3XeRzWTw+Tvv4EktcURF8F/21ltYMmWKxYRwewgRBRJE7/33D4IwN8ybF/kc5YYnEh6JYLj9KAMjgDz99mVvvWWlbDD2ARO4BAD7fe1r+ODuuxvOF2mfAEpPJKRkeECO+7OS7Rl1QmgfjLj31VIwsMBEkt/ZtMnKCdUc6LTbbti+Zo2TsYjLqca9j7gkYaX84J5LISJR0a4dKhB6dxFEov9RR6F/KCXIwpBDgWSTaG54IuGRCB179sQ3Fy5MvAfz5bNmQSmF3UM79e17ySV44+abrTTkJ/zhDwGRaIyLn2ujGUvdVIDhmi8Qw84+G+kdO7B06lR0inC7JiKcNX584qR5uyraV1c3u8rsWu0YYIjV/ldeWdD15vv2GjEiSDQY3hlQUluG81RxUCqFI2+6KTH3bxFahwts5913D+5ZyB7opYInEh6J0T1mG0gOl/64x1574caQC2VYtXDkT36CPc84A4XCkiQcNomoSPp9Lr4Y8558UtzHoPPuu+P4W2/Fe3feiX0vvRQv6eSGBu2rq9H3C1/AMb/4BYYVmWbDozi069o1b0wlxWVvvYXue+2Fu0KEv0PPng2bGDFm43MdoLh1pdszn1IpHP/b3ya+/0X//jce1m72PE6C2zbOmzQJfxs5EgDwDZbapKngiYRHsyMsWh//m+J8FpKom6IM12c8+ihOvuMOTNaeM7xuNp1Gx169cIz2v79myRIrYjlVUYHLZ84sqt8ezYew+sfgsrfewvrZszFBOykAuR3wopB0b5WLXn4Zq2fNQu8Rdnq6IN6Eqa24I4gUSV5ueCLh0WpgJUvjk5VnUY3a96GqCp369MmlMWdGxR6h4EKe08ij9aHn3nsXlNCzUElm0AknWMGGACx1Ex+nlR074oYdO4ra3KsUaDnWEQ+PRsKVvsCSJBLYPAznxnXufBMqj7YDYwPoI+zXUWoQUaBmCsdtVHbo4ImEh0cpURnaBe7sv/8dZ7L9HKJg9mHg8RvNkTPHo/nxjU8+wcATT8QFU6YEZaexLUpLDcPQ8ODMcibxTAKvbvJoMSiX5walUtiHbUgUh5Hf/z6qBw+2NjHyaN24aNo0PBVKmgg02AAuDu03viPhPiIFgxuuGZGIUpE2BTyR8GgRuHbt2rzsq8XgomnTrKymABLtIcFRUVWFfS+5pNF98dh1MOikk/Dtzz4T99MOI0mOsmJhDNZckmguNVNw/2a9u4eHRqfevdGOpfcuFoNOOinYeMagMRtInfPss7iYbWLv0XrRpX9/dAxlCuA46Y47AJQua28YlErl1E1K5aV2by54ScKj1aMx0avDC9xxzqP14rDrrsNh111X0DVfmTw5VhLY/6qrMPuhh2wikc3ivEmTmj2qHfBEwqMVY9Qjj+CjMhoZPTzikCQtS2BzYN5NKpMpOIdVueDVTR6tFvtffjkucWxG7+HRUmDUoUQU7NeyLbQXSXPCEwkPDw+PZkQQ+EmEJS++CABYMnlyM/bIhicSHh4eHs0IY7NQmQy+cMMNAODcq7w54G0SHh4eHs0IQySy6TQGnXgivrloEboPHdrMvcrBSxIeHh4ezQhOJAC0KAIBeCLh4eHh0awI1E2aSLQ0NIpIENGFRDSbiLJENDJ07iYiWkBE84joNFZ+ui5bQEQ/ZuVDiWgGEc0noieJqPgtyjw8PDx2EazS+1QsmDChmXsio7GSxMcAzgfwH15IRCMAXAJgfwCnA7iLiCqIqALAnQBGARgB4FJdFwD+F8AflVLDAWwEcHUj++bh4eHR4vHZ668DANZ9/HEz90RGo4iEUmquUkrap+8cAOOVUrVKqcUAFgA4Qv8tUEotUkrVARgP4BxqSFhyEoB/6OsfBuBDXT08PFo9eJ6mlohy2SQGAFjO/l+hy1zlvQBsUkqlQ+UeHh4erRoDjjsOANBpt92auScyYokEEU0loo+Fv3OiLhPKVBHlrj6NJqKZRDRz7dq10Q/g4eHh0YJx6JgxAIDdHPvCNzdi4ySUUsWkIlwBgG8OsAcAs3u4VL4OQHciqtTSBK8v9eleAPcCwMiRI4vbAd3Dw8OjJcCksi9wC9SmQrnUTRMBXEJE7YloKIDhAN4G8A6A4dqTqR0ajNsTlVIKwMsAzC4vVwJomaZ+Dw8PjxJCZTIAmn/fCBca6wJ7HhGtAHA0gOeIaAoAKKVmA3gKwBwAkwGMUUpltJRwHYApAOYCeErXBYD/B+D7RLQADTaKBxrTNw8PD49dCVUl2E+lHCDVQkWcpBg5cqSaOXNmc3fDw8PDoyhkMxm8/tOf/v/27i3EqiqO4/j310xesoujXZhU0gEJfEozGCskumhK1IsPSqDdXuqlCxIOPvUkRYRIkUYXIsoskxIhJMznqaTSKR0ds3LK0ogsejJaPez/se1h9ujoMPucs38f2Jy1117nuP7nfzz/OXuvmcNNq1czcerUMft3Je1JKc0/27jG/HxjZlYRF7W1sXDdurKnUch/lsPMzAq5SJiZWSEXCTMzK+QiYWZmhVwkzMyskIuEmZkVcpEwM7NCLhJmZlao6X/jWtIJ4IfzvPuVZH9csJU5xtZQhRihGnE2SozXpZSuOtugpi8SF0LSF+fya+nNzDG2hirECNWIs9li9OkmMzMr5CJhZmaFql4kXil7AmPAMbaGKsQI1YizY7pDawAABDRJREFUqWKs9DUJMzMbXtU/SZiZ2TAqWSQk3S2pX9KApDVlz2ckJM2QtFvSfknfSHo8+qdI+kTSobjtiH5J2hCx7pU0L/dYq2L8IUmryoqpiKQ2SV9K2hH7syT1xny3xFfgEl+TuyVi7JU0M/cYPdHfL2lxOZEUkzRZ0lZJByKnC1otl5KejNdqn6TNkiY0ey4lvS7puKS+XN+o5U3SjZL2xX02SLUvwi5BSqlSG9AGHAa6gHHA18Ccsuc1gvl3AvOifRlwEJgDPAesif41wLPRXgp8DAjoBnqjfwrwXdx2RLuj7PjqYn0KeAfYEfvvAcujvRF4NNqPARujvRzYEu05kd/xwKzIe1vZcdXF+CbwSLTHAZNbKZfANOAIMDGXwweaPZfAQmAe0JfrG7W8AZ+RfS204r5LSou17BdRCcldAOzM7fcAPWXP6wLi+Qi4C+gHOqOvE+iP9iZgRW58fxxfAWzK9Z8xruwNmA7sAm4HdsR/lt+A9vo8kn1n+oJot8c41ec2P64RNuDyeANVXX/L5DKKxNF4I2yPXC5uhVwCM+uKxKjkLY4dyPWfMW6styqebqq9aGsGo6/pxEfxuUAvcE1K6RhA3F4dw4ribfTnYT3wNPBv7E8F/kgp/RP7+fmejiWOn4zxjR5jF3ACeCNOq70qaRItlMuU0k/A88CPwDGy3Oyh9XIJo5e3adGu7y9FFYvEUOf2mm6Jl6RLgQ+AJ1JKfw43dIi+NEx/6STdAxxPKe3Jdw8xNJ3lWMPGGNrJTlm8nFKaC/xNdpqiSNPFGefl7yM7RXQtMAlYMsTQZs/lcEYaU0PFWsUiMQjMyO1PB34uaS7nRdLFZAXi7ZTStuj+VVJnHO8Ejkd/UbyN/DzcAtwr6XvgXbJTTuuByZLaY0x+vqdjieNXAL/T2DFCNr/BlFJv7G8lKxqtlMs7gSMppRMppVPANuBmWi+XMHp5G4x2fX8pqlgkPgdmx+qKcWQXx7aXPKdzFqscXgP2p5ReyB3aDtRWR6wiu1ZR618ZKyy6gZPxUXgnsEhSR/y0tyj6SpdS6kkpTU8pzSTLz6cppfuB3cCyGFYfYy32ZTE+Rf/yWDEzC5hNdkGwIaSUfgGOSro+uu4AvqWFckl2mqlb0iXx2q3F2FK5DKOStzj2l6TueM5W5h5r7JV54aesjWy1wUGyFRJry57PCOd+K9lHz73AV7EtJTtvuws4FLdTYryAlyLWfcD83GM9BAzE9mDZsRXEexv/r27qIntjGADeB8ZH/4TYH4jjXbn7r43Y+ylxhcgw8d0AfBH5/JBslUtL5RJ4BjgA9AFvka1QaupcApvJrrGcIvvJ/+HRzBswP56vw8CL1C1uGMvNv3FtZmaFqni6yczMzpGLhJmZFXKRMDOzQi4SZmZWyEXCzMwKuUiYmVkhFwkzMyvkImFmZoX+A6nwmmXwEcjZAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f60ea35b048>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "data_red = spo2_dcRemoval(data_red_with_dc)\n",
-    "data_ir = spo2_dcRemoval(data_ir_with_dc)"
+    "data_ir = spo2_dcRemoval(data_ir_with_dc)\n",
+    "plt.plot(data_red[200:], color='red')\n",
+    "plt.plot(data_ir[200:], color='darkred')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc1065a5c0>]"
+       "[<matplotlib.lines.Line2D at 0x7f60ea308128>]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc10686cf8>"
+       "<matplotlib.figure.Figure at 0x7f60ea36aba8>"
       ]
      },
      "metadata": {
@@ -169,8 +179,8 @@
    ],
    "source": [
     "# Red and infrared are now without DC offset and directly on top of each other\n",
-    "plt.plot(data_red[6000//decimation:7000//decimation], color='red')\n",
-    "plt.plot(data_ir[6000//decimation:7000//decimation], color='darkred')"
+    "plt.plot(data_red[6000:7000], color='red')\n",
+    "plt.plot(data_ir[6000:7000], color='darkred')"
    ]
   },
   {
@@ -182,24 +192,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc10584358>]"
+       "[<matplotlib.lines.Line2D at 0x7f60ea31de80>]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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+cSUEd21enHXsvdd2c+Kv78BuE5w/+Bv4/r3wyo/ge++p+H45l0LSNTSDReBNr+Op8zoRAkamM75nTq+yLis0c8gSgjJjcrZCUL80bXetV7cIDIQAKr4XykxMBCKJ98CUgcOE65YTxsmQHktp26ia9535beEXWSQGJkO4HDZuXtuatv+zb9vM/7lrAw67jVhcsvT09wnaquBjR1T642N/XqIVFx/dNeTOFSx2Vin3agp2m6DO60xP1dZpXa8CxhVI3oRACGEXQrwohPi59vsyIcRuIcRxIcT3hBAubb9b+/2Edrw7X2uYD+gX8moz19BUH9ic4GtO2+1z2bEJA9dQ0wo1qGaexwmURZCjShRg4DBSqwLVh5Jgs8PSa+eVEPSNB2mv9dDgc+Fy2LhtfRs//6PrePPWzsRjXrvCx+vtu/lZ9Gqivna4+g/hzNNw8UAJV148QtGZLIKRLLeQTmOVi5FM1xCoeNzIqYosVMynRfARIFUO/y/wOSnlKmAUeJ+2/33AqJRyJfA57XEWGhOBKD6XHbvNpDXu1ABUt6qCsRSEEFS7HUxk5jcLoayCeZ5COh6ImFtRoCa6jZ3D2bISIGkRAHRfByMnYeKCyZMri/6JIG21Kqh55C9v5yv3bGNjR13aY7545Tl8IsT9kevZ3zMGW+9RNxgHv1+KJRedmS2Coaw+Qzr1Vc5EunIaresACYNH87TK4pEXIRBCdAJvAL6m/S6Am4EfaA/5JvAm7ee7td/Rjt8iTBuCLzxU/5McFzRdCAyo8TizLQJQQjBwBIITeVpl+TFjjGDiPMgYjqZuajwOhqYyhADmjVWghECl0NptwrDfvuvIj4jWL2efXM3RvgnwNsDyG+Hwg6q77TwnmTWUwzVU1Wx4qMHMImhV3YArMWCcL4vgn4A/A/TKnCZgTEqpX5XOAx3azx3AOQDt+Lj2eAuUaydnI6ypfvAZC0Gt15kINqfRuR2QFT9FKRczCoGebVW/lJZqN0OpX+T2TeCqgZ7nCrvIIiClpH8ilBACkwdB7z7sy2+gxu3keL+ahMf6u2HsbHL63TwmNJtgsYlrqMHnMo4RNC4Dh7ci4wRzFgIhxJ3AgJQyNeXA6A5fzuJY6ut+UAixVwixd3Cwctu7XiqToRk6IvoHc1gEjuysIVD90mHexglC0RjBSDy3EIzpabdLaap2pbuGbHYlludeKOxCi8BEMEogEqM9lxCMn4PgOGLRFaxorebEgCYEa96gChAPP1icxZaQmdNHzWMEDVVORoyEwGaHljUVmTmUD4tgF3CXEOIMcD/KJfRPQL0QQr+idQK6A/Y80AWgHa8DRjJfVEp5n5Ryu5Rye0tLS+bheYuyCEwuaPG45hpqMzxc63EYu4b0KUrzNE6QyLSaySIQdqjtpLnanQwW6yy5Wn2BK9x9NqDVELTW5hi4ogeE269gZWs1JwY1IfA1KTfZPKu0NiKnaygahtCEaYygwafmfxhOwGtdvzCFQEr5CSllp5SyG3gH8ISU8t3Ar4G3ag+7F9BvM36q/Y52/AkpF4BTcpbkTIMMjICMzRAjMLAIIBkwnodv9YzV2ABjPao1t91Ba42b/vFgegfJrp2ArPg0236t9UFOi6D/ECCgbQMrW6sZnAwlm6ituk213ZhHBXZGJOoIHAaXwOCY2nobDJ+7pFGllB6+aHDTsGizGlJTYYkHhawj+J/Ax4QQJ1AxgK9r+78ONGn7PwZ8vIBrqDjU+DyThnNTWsdIEyFoqVFDMwybiXVuV5kQeh3CPGJW/ZkmL0Kt6kba1VjFZCianvnRsR0QFe8e6tMsgpwxgqFj0LAUXFWsbFFdbhPuoeU3qu3pJwu5zJITisZw2IRxJXpAEwJPveFzr1/Zgt0mePxIf/bBzu1qW2HWd16FQEr5GynlndrPp6SUO6WUK6WUvyOlDGn7g9rvK7Xjp/K5hkomHI0zGYyadx6d0j54JsHirUsaCEfjHDw/nn1wHncinZVFMNkHNaoL6dIm1ZfpzLA/edxTq/LAz+0u2DqLQf+shOA4NKk02pWtSghO6kLQukH5xk/NbyEIRnIMpQlq3x+vsRDUVTnZ0d3Ak8cMYpdtG1Uabm9lVWlblcVlhD5qssFMCPzaB88kRrCjW5myu09nhVygZR04ffMyYDxjfyZQIlqjLIKlTcq078kYZkPXTiWUFdyXqX8iSK3HgddlcpGTEoZPQtMqQFlHLoctOc/BZoNlN8Kp38xLN6JOMBLDbeQWgqRryMQiAFjbXpv9+QE1I6R9kyUEFpfP8JQSAnPXkGYRVBsHz5uq3Sxv8fHSubHsg3YHdGydl0IwY3+m0JQK/mkCqvt4zw5nCsFV6nEVWBCkMzQVojWXNTB5ESJ+VXGOqjNY3uxLuoZAuYem+pQLaZ6S0yJIuIbqjI8D7XUeJoNRpkIGyRkd21Qjwwq6obCEoIzQLQJz19AAODzgNh9juby5mp7MC5xO53boO6BaWc8jZnQN6QKqWQQep532Wg+nBqfSH9e1U20r2D00FYrhc+ewjIZPqK3mGgIljGktqZdpcYJTv8n/AsuEYDSG23Q6mR4sNrcIFtUpse0bN/gudWyD8FRFNXq0hKCM0FMacwaLDdpLpNLV6OXc6DSGiVidOyAenXcFQ4n+TGYXwMk+ta1JutSuXt7I40cHEmmEgBr242up6IDxdEi1KDFl7JzaNiSbFjZUudJHLzYuU00N53GcwB+K4nOZfF6CM1sEi+rUVMCL4wbDffSAcQW5hywhKCNGtLYHpjGCHFXFOksaq5gOx7Lz5AE6tTvenufnssyyYyoYpcplN59FMHlRbWuSM4zfvmMJk8Eov3qlL/k4IZR7qIItgulwjKpcQjChpYXWdiR21Vc5GQtE0m8elt+oWm7EDFwf84CJXJXowXFVIewwr8XQLQJDIWhcoTraVlAqsiUEZcSIP4wQyeEXWfgHTQPFOl0Nyv99ziiQVd2iCsvmUe99mGVbDkhkDQFctawRr9OeHU/pukp1kJyqzGr26XCUKrM7XVBVxb6WtItcfZWLcDSeyK0HlHsoNA4XXyrgaktHzpYkgbGcbiFIFuwZjvu02VQ8zrIILC6HkekwdV5njs6j/aaBYp0lZhkxOkuvVRZBBQWyZkK15ZihhsDuTssCsdkEq9qqk312dLquUtvzlekemg7H8LlzWATjvVDXmbarvkq9d2OBFCtynscJJoJR88LN4FhOtxCorqUtNW7OjviNH9CxDfoPV0xLaksIyojJYNQ88yUeV42wfLmFoKuhCiHg5KDJB3TpdSozpkJnqxoxo0Wg1xBkxFZWt9VwrH8y/bGLNoPdBWefLcBKC890OIbXmeO9mOhNcwsB1GsXxLQCu+oWlRM/TwvLxgMRas3mVwTHc6aO6uxc1shvjw8RjxvF47arLgAVEo+zhKCMmApGzQOewTGQcdPWuDpel50VLdUcvmBQVAaw9Bq1PTN/3EMTufozgSYEi7J2r26rZmAylN5J0ulRVkEFBkqllPjDUXOLQEoYP59lEdRVGQgBKKugZzdEDNwfFUwwEiMczdGkcBauIYCb17QyMBnilQsGrSYWb1XbCnEPWUJQRkyFcgiByTBtIzZ11HGw10QI6jpVRsg8ihNMBiPU5EqZnOxLyxjSWdasqmqz6glW3Az9B5MtPSqEUDSOlJgXk4UmVVpjbfos43qviklltVbu3gWxUMVczGaLPrzJ1PqehWsI4IbVyjp/7tRQ9sGaNqjrqpiAsSUEZUTOu7mEEBh3RExlw+Ja+idCDEya3Ml1X68yQuZJnGB2rqFsi0B/jj+zKGjFTWpbYf5x/e8wTYs0qUxPxggyLIIl1wBiXt00AIlW7TmzhmbhGmqpcdPV6OXlcyY3XR3bKkZELSEoI/y5ioGmtbYRs7AI1i9WBWev9k0aP2DFTequ58L8yAhRU91M3rfQFIQnDbOt9AumP7OdcPtm8DbCySfyvdSCMq39Habpo7oQZMy7rjdzDVU1qv5L82Rym45eM2EYLI7HVSvyWVgEAJs7640r+UEVKI71JGs3yhhLCMqIfLmGshqJZbL8JkDAyccvY5XlRSSm0h5NYwQGqaM6uvWVZRHYbEosT/66ovrtJIVgBosgI+HA67TjstvSs4Z0lu5SBXZRg2MVykRA/X8bWgShCUDOKkYAsKWrnt6xAMOpo091lr9GbSsg4G4JQRnhz5MQtFS7qfE4EplDwUiM46nZMb4mlR1TYXe8RszYXiLhDskuxNOtL3/YoGhq+U2q304FjR3U/44qM/diQgjS3wshBPVVTsaNBrJ374JoQPXOmSckLAKjz8wsGs6lsrxFdbI1TNduXU/E28LIgV9e1jqLiSUEZUIsLrUc8BxC4PCAq2rG1xJCsKKlmpNaL50//M5+bv3cU+kTlVbeou70Knwi14yzCPSLn0G2lf5eT4cMYiV6nKCCxFL//zWNEehFcgY3E/VVzmzXECiLAODs/HEP6TECQ9fQLBrOpdJeq1pN9BlVGAvB9yc34T31q6Rrt0yxhKBM0O/mzC0C8xmqRqxoqeb4wBRSSp44qrJfesdS7lpW3KzynCvAbM3FzBaBltHhyxYCr9Z90rCDZF2nqsI+9eu8rLMY6C6unDECTz04sivX670uY9eQr1m1MJ9HcQK9v5Th+zTDLIJMcraaAL4VuxWvCBPb+41LXmcxsYSgTEhkfOSyCGaRMaRzzYomBidDLPvEQ4l950ZSOiV2XaUuCkcqez7txEyzCKY1ITCwCOw2gddpZ9rINQRKLM88UzF59LMKFptMt6szswhAuYd6dkPM5HiFEYmpuI/TqDfVJbqG6qucuB22xGS4VKSUHJFLeTJ2BTzzz0mRKUMsISgTkkKQI330EiyCuzYvTtzx6pwfTbEI7E5Y83p49eGKDgROzjSLwD8MrhpVKGaAz+1gysg1BCpOEA3Aucpo0jerYLFJZXq915negTSVpbvUDIMKqZKdiXBU9VRyGLVy0S/Ws3QNCSFYVOfhwlh2O2r9/fyH6Nuwh8Zgz9ezHlMuWEJQJugXo5zB4ksQApfDxq/+5Aae/rObOPyXr8PlsPGjF3sZnEzJblh/l2osdvqpuSy9pEzN5BqaHlLBcRN87hwWQfd1auzgycpwD+nzLExbJ/gHDV1koO5sRzMLynT0OME8cQ9FYnFcdhvCqJ17YOZZBJksqvPSNx4kFI2ldXAd0L5rh+Ryeup3wu6vQNQgu6gMsISgTNAtAlMhCFxajABUA7quxiqqXA7C0Tgv9ozxwW/t5RcHtLbMy28CVzUceXAuSy8pswoW52jL4XM5stNHddzVKhe8QgLG50amafK5ZrAIjF1D9VUugpF4+nwGnZo2NdpynhSWRWJxnHaTxo7BMRB29b2YJYvqPOw9O8qaT/2S7+1J1gwMTCQv+o81vF1loR38/mWvu5BYQlAm6C4OwxhBLKruVC5RCFK5bqW6GL7YM8aH/3O/sgycHlj9Ojj6i4rtOz9zsHjY9C4YlEXgN3MNgcoe6jtQEW2pz41O09loklUWi0Bg1NQ1pOfUm7qHuneprrUVVFdhRiQmcZrOKx5XbqEcw58yuXZl8vP1refPJn7u1+IG1W4HT8c2qSZ+z/yLKlorMywhKBOmc2UNBccAOSch+Mo92/j0nesTvydcROvuUm6nnsrstjkZiuJx2owDf6C5hnIJgSPLNXTfUyd5YO85FYhecbPaefyRfC25YJwbCdDV4DU+qGdPmbQxN60u1lm0WRVbjfXMdZklJxSNm39eZtlwLpXbNyaLFc8OT/P739jD3z50hIvaGMuNHbX0T4Zh10dg6FU4Vn51BZYQlAkBzSQ3bBimF5N5Gy779X1uB2/f0ZWoOh7SKyFX3aqmMR3+6WW/dikJhGPmrhAp1QVwBtdQavpoOBrnbx46yp/94ADX/u0TTDRugsbl8NJ38r30vBKLSy6MBegyswhMqop19GFIWY3ndNo2qu3A4bkssyzQYwSG6BbBJVDtdvDl92zjzisWMRWK8sTRAb7y1Cm+8exZNiyuZVlzter7teHNUL8EfvvZsrOsLCEoE/RiII8zhxDMwSIAJQb33bMNSBECl08Vlx39RVmarDMRisZw5zLz45GcFkENGkaeAAAgAElEQVSVy57ItgEY1N6Xtlo3U6Eo+3vGYOvvKv/40PG8rj2f9E0EicZlYkJdFn6tk6pZ1pBmEZjlw9O6Tm3nwRyLGWMEs0wdTeX2je385d0bed91y/j7t14BqO/Yvdd201brZmgqTAQbXPvHcH5P2dWnWEJQJuhBusyUTyBvQgDQXKNG7P3yUB+9esrburtg8gJc2D/n1y82oWjcXAgS71tu11CqRaBXiH76zg3YbYJ9Z0dh87vA5oD9/5G3deebocmkgBmSKKwzFoI1bTUsrvPwwF6TBmnuGnU32z8/LIJ8uoZ0Gn0u/ved63nb9i7+9s2b+Ie3XsFbt3bSVqtSlwcnQ3Dle5SF+bOPQCQ75bRUzFkIhBBdQohfCyGOCCFeEUJ8RNvfKIR4VAhxXNs2aPuFEOJfhBAnhBAHhBBb57qG+UAgEsNuE8Z3KnkUghq3A4dN8Mjhft7yRS0usPp1airXoR/N+fWLTSgSx+0wK6AyryrWaalxMxmMJrKP9ADfsmYfGxbXsufMiMqaWX07vPzdsq25yOlahBldQw67jXuu6ebZk8Mc7TNpO9K6YV64hsJRaS4El+EaMuKdO5fwO9u7sNlEQpz7J4Lg9MKd/6RiLfu/Nefz5It8WARR4E+llOuAq4EPCyHWAx8HHpdSrgIe134HuANYpf37IPClPKyh4glG4nidduPc5kQL6tlXFpshhCCqjdZLVEN665UYHPx+xWUPhaIx3M4cgWLIKQRr2moAEiMrdSFor/NwRWcdL58b5x8feZXx9e9SF9NjD+dv8XkkkMuiBDVkx+5Wd/YmvHNnFx6njW88c8b4AW3rlXusTHPhZ0skFjfOGpLysl1DuejU3HWJAUjLb1SzHp79fNm4Y+csBFLKi1LK/drPk8ARoAO4G/im9rBvAm/Sfr4b+A+peB6oF0JkTw1ZYAQiMeP4ACiLwOlTdxN5pLUmxY1wxduVH7nChrHkdA35zdtL6KxdpC6MR7XZDX0TQVx2Gw1VTta21xKIxPj8Eyf4+xMdatZvmbqHgrliTKDei+rWnGmR9VUubt/QzmNH+o0f0LZB9acaOjbX5ZYUFSw2eB8iAYiF82IRpLKs2YfLYeOV1PGx298H4z1lU5uR1xiBEKIbuBLYDbRJKS+CEgtAr2TpAFIdkee1fZmv9UEhxF4hxN7BwfLP4Z4rwXAMj+md7aUXk82GtNz7VbepO6ED38v7eQpJKBrPcfEzHsSSSke9lxq3g6MXNYtgPEhrrRshBOsWJe+eY9Km/LsnHi/LFMpgdAaLIEdVcSobFtcxNBVm1G/gAmvdoLb9r1zuMssC0xjBJTacmy1Ou4217TXps43XvkEVrR24P6/nulzyJgRCiGrgh8CfSClz9TY2uiXJyqWSUt4npdwupdze0mLs15wVU4NqVmuZE4jEzL/El9hwbiZ+/IfX0l7rSc8Zd7hhw5tU9lAFmf45s4ZmYUkJIbhyaQMP7D3HnjMj9E0EadeCe6vbkkKQCPQJGzz2F2WX/hcIKxeDeYxgwDQ+kMqqNpVefNxoqFHTChVLqnAhCMdMYgSX2HDuUtiwuJZXLkwkW1C4qmD93fDKgxA2mGVQZPIiBEIIJ0oEviOl1COO/brLR9vqk8DPA10pT+8ELuRjHVmMnIZ/XFO2Zd2pBCMx8y9xnoXgyiUNvHVbJ2OBSFpvFFbfrpqL9VRGkzVQsZWcweJZ3AV/9m2bEUJlUg1MhGjTWgvXeJyJiuwzw36VNfOaT8ChH8CDHy4rMdBjBDldQybtJVJZlREzScPuhOY1FR8wjpgVlF1iw7lLYf3iOsYDkWSmHsDmd6gxqsd/lffzXSr5yBoSwNeBI1LKz6Yc+ilwr/bzvcCDKft/V8seuhoY111IeaehG5pWwsEfFOTl88mMMYI8u4bqq5zE4pKJYEpwuPt6rcla5YywzG0RzE4ImqvddDVUcW5kOs0iAPj2+6/iD25czrmRALG4hOv/FK77mCowe/Hb+foz5kwwIQQmQdBZuoYW13modjt48KVe7v7Cb7NdRG3rKz6FNBKL43Lkp+HcbNmgzRFPcw8tuRacVWVx45UPi2AXcA9wsxDiJe3f64G/A24VQhwHbtV+B3gIOAWcAL4K/GEe1mCMELDprXD22bIfIB3QsoYMKUCMQK8kTfuiu6thydXKD14hhCJx86yhGRrOpdLZ4OVo3yTT4VhWLv7yZh/hWFyNI7TZ4Ob/rUTz539SNhXZwUgMm8C4YjY4roKgs3ANCSFY2VrNnjOjvHx+nD/74QGu//sneOqYFm9p26BqTgKjef4LiodpZXHCIsi/EKxrr8UmMoTA7oBFW+D83ryf71LJR9bQb6WUQkp5hZRyi/bvISnlsJTyFinlKm07oj1eSik/LKVcIaXcJKUs7Luw+R1KEPZ8taCnmSvBsEmMIBZRraLzLASNPk0IMlsKrLhZVY9O9uX1fIVCZQ2ZuUNyN5xLpauxKjF3tq02fXbB1iWqtcee01oar80G7/hPWLwVvv9e6Ct9tW1A+/wYph8n+gzN7BoCWNWa7Lz56OF+zo0EePSwlkmkB4zL4G++XMIlcA15XXaWt1Rz+ELGcJrObaqpYYnjcvO/srh+Cax7I+z7RllV8mWiXEMG/x36nVceYwSQbCmQJQQrb1HbCmm9bOoaknLWriFQFoFOe4YQrGytpsnn4rlTw8mdnlp41/dU8PSFr1zW2vNJIFeMaRbZU6mkBslBuYsSMYPFW9S2AqvQdcJm3UdD2kXaXVuQ827pqmfPmVEisZTagY7tylorceuO+S8EoHJ2g+Nw5GelXokppsHiPFYVp9LR4MVpF3zmF0fSh9q3bVLN7c6UR35zLqSU5nUEoUn1BZu1ayjZo6e9Ll0IhBBcs6KJH7/Yy/dTWzBUNSrX48EfQNh/WX9DvghEYjkso9x9hjJZqWUO3XP1UnZ/8hZes7aVo32TKrHA1wz1S6G3coUgp2vI4TWc6ZwPblvfxnggws8PpOTGdG5X2/P7CnLO2bIwhKD7evXhLdNiIMgRLE50Hs2vRdBa4+Ev797IqUF/eksBm03NM66A8YyRmERKcBu+bzNXFaeyvTvZ2TXTNQTw6Teup8bj4Ccv9aYfuOJtEJkueVwlFInPwiKYnWtow+Ja3A4b161qpq3Ww7r2GsYDkWQlesfWihcCw1YuwQll6RWIG1a34LLb+Oj3XubZE9rns7YDqtugt7RxgoUhBDYbbL0HzjwNI6dKvRpDgmZ1BLPol3O5bF+qLn66bzzBkqth+ETy3GVKSCuiMrQIZlFVnEprjYcXPnkLP/yv1xgKcmuNh1vWtrL71Aj/68cHE+dmybVKpI+UNmicsw4l8V7MzqpsrfGw51Ov5bb1bYCyHgH69YlbHdtUVWwFDOsxImdBWQHiAzoep52v3qssgJODWp2GEMo91GtZBAVjaCrEPV/fzYs9o7Dl3WoE3d5/K/WysojG4kRisuCdRzPRe9cneqAkDlyttmWQ1paLYET5Wg0tgoSAzv59a631sG2pueW1rLmaaFzynd097D+rpRraHaoq++QTJe0bE8hVmT41oMTKbjK3wYBajzMRePY6HYlzAEoIoCLjBFJKNaHMSAhCEwWLD+jsWqE+j8Op2Xqd29SNVwkzsea1ENiF4Mywnw99ex9T7lZVybfvm8oELCOCUXUBMXYN6Q3n8i8EHqed9lpPthAsvlIFQcvcPZTTIpjO3Xb5cuhuTsYR9JYOACx/jRLsEgb8ctah+AdnnTFkhO5ySswzXrRZVViX+C72cojEVBGgy+gzU2CLAFSX14YqJ8NTKULQocUJSvh+zmshaPC5+MQd6+ifCHFyYAp2/bFS/f3fnPnJRSQxlMYwWDwE7jpV1VkAljRV0TOSEeh0epQYlLlFENIENB+uodmwJGX610jqF3n5jWpbwoZ9pq5F0KqKL18Q9ddNDPBx+aBlXVnkv18qesZOKWIEOk3Vbob9Kemii68EREkDxvNaCACatHz5qVBUveHd18PzX4J4joHlRWbGoTR5Th1NZWljVbZFACpOcOGlsk65DemuIaNsmelhVbXpMpnYdRmsba9NpJmmpd3WLlatF0otBDn7DF2+IFZpr6u3sQDU5+PcblXnUkEkhaA0FgGoa9JQ6o2EpxZa1lgWQSGp1jpsJqZQbXsvTPSW1d2Mvjaf0Rd5lv1yLpfuZh8Dk6GsAe50Xa3GPJZxdkjCNWTkGy9AWw6vy87Tf3YTTrtI9/GCcg+dfbZkhUGBSAyPafro4KwzhozQXU5pQrD8RghPVZx7KJxLCEITRRGC5mo3w1MZn5NFW+DiywU/txnzXwjcmhDoPXVW3qKCxmU0YES/CPvcBsG8AlzQUtHdHVmZQ11XqW0ZxwlmdA0V4H0TQtBQ5cruwbP8NRANqHm0JSAQNrEIomF1pzsX15AeI0itN+m+HhBw6snLft1SkIgRZApBJAjRYMGDxQBN1a7sG4lFm2Gqr2QV/QtHCHSLwNsA3bvglZ+UTfdIf0h9wXxuM9dQ4SyCpU1KCPafHSMeT3k/fE3QvLqs4wRJITB73wojoI0+gy/yktJmWgXN5jJcYlWxEVkxAlDuykVXwOkKEwLtM+PMbDoX0hJIiuIacjM2HUmvMNYrti8eKPj5jZj/QpDpGgI1jHz0dNlMB/Jra6tyZVgEUhYhRuAD4JM/Psh392QMXNH9wGUyTi+TUGSGrKECudQafQYWQVWjihOc212Qc+YiFpeEoyZNC3UhmEPWkN0mcDls6a4hgGU3wrkXSl5VfSmYuoaCRRSCahW3TMscat+kthdfKvj5jZj3QuB22HHZbelCsP5uNR2oTOYU+LU7repM11DYr8zVArqG6qqS2UgvnxtLP9h1tXIrDL1asPPPhVAi7dZICAoz1Q2UELx4boyRLKvgKnVhLLJw5mxB7c9PGq3XaU+mj+osu1HFkXqem9NrF5Nw1EwICtdwLpNFWguTi+MpiRjuGtUyv0RxgnkvBKBcLlOpffddVbDiJjj+aFm4h5IWQcYdnV5MVsBgMcAn7lgLwGQwI2CccHeU5xc9mLAIMt63SFAFMgskBIvrvcTikq1/9SgPH0wZpdF1lZpyNXy8IOc1IzG43jDZQO8zNLfPkNdpz04oWHK1irdVQF8qHf3mIauOoMAN51JZXK8yzy6MBdMPlDBgvCCEoNrjSLcIAFa9TmUPlbjrH4DfLFhcwKriVP7gxhXctKYlO2DcuFzFJ86VJgA6E4kYQeadcIHftz++ZRVf11oFHEptK5wIsBfXPRTMNZ3sEvsMmeF12QlEMiwdd7VKyT777Jxeu5jo71VV5ntVRItgcZ0SgjSLAFTAePycap9eZBaGELidBkJwq9oeK/2YOH8oit0msn3diQtaYS0CSO/Hn0AI1R2xxA2xzDANFl9iw7lLpdrt4JZ1bbTUuNP9vE0rVSuHntIIgWmMwOFVRWBzwOu0p3ep1Vl6rUohLYO5u7NB/xuy4nGJGEHhLYJarwOfy54+thKScYL+gwVfQyYLQghq3I501xBATbtS4OOPlGZRKfhDMapcBkNFEkJQuGCxzpLGKiaDUcanMwqEOrbD0LHkGL8ywrTFRJEsqabM7CEhoGsnnH+hoOfNRB9cb2gRTA2q+IDRwJpLwOsyiBEAdF+n4gQlSpu9VJJutNLFCIQQLK73cjHTNdS6Tm0HjxV8DZksCCHwue08d2qYv/jZK+kHVr1OfYD1fj4lwh+KZgeKoaCdRzPR6wlODU2lH+gs3wZjycrijI+xvziWVFO1K7swqLP4whmYySKonnu/JcMYAWhxJFEx7qFEO5fM9yo0ofonuaoNnpV/FtV7sy3w6jYlRINHi7KGVBaEEOhFJP/+zJn0A6tfBzIOJx4r/qJSmA7HsgPFoO5sbY6iBLDWtKupVIlJVDqLt6ptiQdnGBGKxnE5bDksqUJbBO7segK9gVgRhTNodpcLWlVxHoTAKEYA6sLVvgnO/HbO5ygGpqIZHFffszlaTrNlZ3cDhy9OcP8LKSnbQkDLWhgsfpbeghCCF86Y3PEv3qruGkscJ/CHoyZVxVp1bBE+nF0NVVS57BztyxACb70qLCvDOIHpmMrpIXV3583/EPJUmqpd6c3nQA1tQRS1hUlgpmBxHixKw/RRneU3KndYaMr4eBlhmmFVpIZzOv/1NStZXOfh2ZMZgeGWNZZFUCj+zxs3JH6eDKb4wG02Naz9zNMlTSP1h6L4MoNXoOXCF94tBGCzCVa11fBqphAAdO5QLrQySLVNxXRw/fSwqiC3mfTeyRPN1W4mQ9H0C6SnTglnEYXANGtIyjn3GdIxdQ0BrHytGgtaAVZBwjWU+bkpUsM5HbtNUOt1Zotry1p1I1PkoVALQgjeddUSvvCuKwGyI/VdO2GqH8Z6DJ5ZHPyhWI72EoUPFOusNROCjm1qLaNniraW2RCMmFgE/qGiCKje2TarsEzPtCqScOoXtyx3R2AU4tG8uYamjbKGAJZcozq9ltjFOhuCETXAx2YzaDHhLp4QgBLurGrtljVqW2T30IIQAkgOJz8/YiAEoCpCS4Spa6jAnUczWdHqY9gfZmza4MIGZddpMhSNm3QeLVxVcSrN1W4ADvWOpx8osnCapo/qd5VzaC+h0+RzMRmMZqdhAzjcsOwGOFnauc2zwXSkZ5EtAlCV4KHMuEuLKu4stntoAQmBKuLIitS3blCZAj2ly3qYDpt8OAvceTST5c0qY+L0UEbvmNYNKhe9jFp3g8oaMnYNDV3SiMrL5ZoVTaxqreaTPz6ETL37L7Jw6kHcLL93nqqKAVa2qs/Gxj//FZ971CC9ccUtah748Mk5n6uQmH7XihwjAC3uEs2wCGo71PVooVgEQojbhRCvCiFOCCE+XujzNflcLKrz8PypjOCM3aHuZo4/VjIfeMhozGA8pkz7IgrBshZVdHRqMEMI7A7VHbHMAsahqMmc3iIJqM/t4B07lzA0FWIstf6iyMIZMGu+l6eqYkgKAcA/P36cocy02VWvVdsyKNDMRSASM54EWBKLwKBIT4iSBIxLIgRCCDvwr8AdwHrgnUKI9QU+J69d18bTx4eyAzSrboPxnpJE60EPemb8VwRGAVm0YDGozCG7TWRbBKDcHRcPqP72ZYLh+xaPFzXIrjcQ65tIKQ4qsnDqfu+sNNopXQjmHiNY2pRembzvbMag9cbl0LYJDj8453MVkqCRRRCPF20oTSoeI4sASpJCWiqLYCdwQkp5SkoZBu4H7i70SW9Y3UIgEsv26a5+ndqW4G5GSkk4ZnBBS8zcLV6w2OWw0dXg5fiAUebQdoiFSlL+boZh1lBwDGSsaJZUW62BEEBRhdN0XrF/UKXR5uEzlNmkrcdovOn6u9UgoxINV5kNhjGC8CQgi1Kvk4rHaSNoVJvRvFoNqQmMZh8rEKUSgg7gXMrv57V9BaWtVgX3RjPbKNQuVkUxJWg3EYlJpAR35oezSJ1HM9m5rJFnTwwn2jck0AulyqiwLGSUNVTk961dswj6xzOEoIjCGQgbuBZBxQiqmvKWRvvt913FA39wDbUeB2dHDKzG1bepbQlnN89EwGi2cxHbS6TicdrTp77pJALGxWs1USohMKqQSnPQCyE+KITYK4TYOzg4mJeT1ntVul9WVgyodhM9zxe9p455vxzdIihejADgjo2LmAxFeeZERh5zXacqgS+jOEE4GjcX0CJZUq01boSAi5lCUEThNM2E8Q/lJT6gc92qZnYua2Rpk4+zRhZB2yblkjv5RN7OmW8CRq6hIjacS8XcNaSnkBbPVV0qITgPdKX83glcSH2AlPI+KeV2KeX2lpa5+zgB6rxqCMt4IJJ9cMVNyqVQ5FGDpnN3i9QmIZNrVzbRXO3iy0+eSs+EEUJd3Mooc8iwjiDhUiuOReC022jyuenPdA3VdUJ1e1GEM2iUbAAwNVAQy2hJUxXnMrPvQBVoLn+NsgjKrPhQp6wsAoedSEwSjWW4h+qXqrqMgcNFW0uphGAPsEoIsUwI4QLeAfy00Cet8TgQAiaMhKBjO9jdqsq4iJi3Ui6NELgddv7bTSt54fQIh3on0g92boeRkyVv0qdjGCwuwfu2qM7DuVGTFt5F6MoZjMRNppMN5qWGIJOljVWcHw0Y1xR071IFmiOn8n7efGBoEejzioscI9B7QwWjGUJgs6lOpP2vGDyrMJRECKSUUeC/Ab8CjgAPSCkL/lfbbIIat8PYInB6VCuFIpfJJ+buZn6R/cPgqlHFOkXmulXKAssKGuv58WViFRgGi0vgUtu1spnnTg5nB1A7d6gLYoHbBZhaBHlqOJfJLetaicYlD6VOZ9NZcq3alulUu4DRe1XCGAFg3MOpbaMSgiJZViWrI5BSPiSlXC2lXCGl/OtinbeuymksBKB6q/cdSH4wikBidF7mDNXp4aIURRnR1ejFJuBMZhppxzawOYtuNZkRisYMppONKLPaVVW0dfz+rm4k8OMXe9MP6FXrBbYKDC2j8LQa11kAIdi6pIHlLT5+kvn3gvJvexvhbHkKQSgSNxCC4g2uT0Xvd2QqBIERmDQQ2wKwYCqLdeq9rtxCIONFjROYj1scKrpbSMftsLO43suZzDtcl09d3E4/WZJ1pRKLSyIxmd08rEh9hlJprfXQXO3OHj24+ErVRrzAoysNLQJ//moIMhFCcOPqFvb3jBLJ9G8LoXoPlbBS34x43CRVO1i8ecWp6IVtxkKgNcoskntowQlBndfJsf4p+jKzPEC5PuyuorqHEq4hoxhBkS9oqSxr9nFm2CBFcNmNKj++BHNVUwnnmldcxNoLnZZqN4OTGdW2Ti+0X1Hwmc/BqJEQ5K/PkBHbljYQjMQ5elG5D+NxyS8OXFSVskuvUS6xMqsnCMdyDK53eMHhKup6PNo6DGsJ2rT62iLNVF+QQtA7FuDavzNokOX0qhkFRRw+bpo15C9un6FMljZVcXrIn545BFrxnYRjD5dkXTp62m22S624jfp0WmvdDGQKASgL6sJ+iJlYoXlA9VzK/Pzkr8+QEVuXNACw76xKHLjv6VN8+D/38/1955JxgjJrS60LgaFFUGS3EMwQI/A2QF2XZREUCt0tFDeLwXRuhwsvFa2VQs6soRLc2ep0N/mYDEbTe+iAmvNctwSO/Kw0C9MImjVaK3KjPh1DiwCUEESmC3pnV2zXEMDiei91Xicntb5U//bb0wAMTYbUZ6RmMbx8f0HOfbmYjjYtQcM5SH52s1pR67RtgD7LIigIsRQF0P2bx/snk0Pbu3aqitC+A0VZT6KgLNXFEfZDNFCSO1udbq23zOlM95AQsOZ2OP1USfsOmY4c9JfGpdZa62ZoKkQ88w6jU29zXjj3kGGwuMBCACpt9uJ4kGgszqDWhO78aED1WrryPWo+QQnnfGRi6hoqlUWQCBYbuIZACcHQMYgYuLHzzIITgv/3ts1cv0pdKN765ecYmAhy6+ee4rWf0wKgXVepbZHK5MNGrqES1RCk0t2shOCsYZzgBnWXW8L5BIZDyCMBiPhLFiOIxiWjmVXrdZ3q7rhA7kYppTaXIUMQpwZV+rHTW5Dzgmqv0T8RZHQ6kshyTNRTbL1HbV/8dsHOf6no37XsGMFE0QPFQKL2w9QiWLxVFbkW4aZ0wQlBR72XP7hhBQAvnxvjq0+rwpfByZCyEGraVXFZkVwfhq6hhBCUziLQU0h/eagvu3Bo6S5AlDSN1HD2bIn6M4HKHAKy4wRCQNcONdO3AJjHmAahunDWACQtgmG/+purXHbO6YOf6peoEZb7vwUxkxGXRSZs5oYtkUWgf3a/v/dcdiwOilq3s+CEAGBxvSfx8/GB5MDtvWe0bn/r3ggXX4LRswVfS8iol7y/9BaB22EnLuFXr/Tz+cePpx+salRN+k4/VZrFYTKVq4SWVEuNKvwzjBN07lQukgJk0eh+7+wYwUBB3UIA7bVehqZCvHBaBYy3dNXTPxlMNizcdi9MXoATjxZ0HbPFNMGgRELQUe/lLVs7efr4EIcvTmQ/oKYdajuL0qZkgQpB0lx+8liyoV2P3lFx/V1qWwSrwLCOoAxcQwBv3qoawhqnkd6gxnsWwX9phOGc3iL3GUqlVRMC48whzd1YgHGoetOyrBYT/qHCC0Gd+ps//aDKbNnSVY+UcGFM+0ysvl01Ktz/rYKuY7aYuoZKFCwWQnDvtUsBLbZiRNeOorSjXpBC4HHa+cybNnLnFYvSKriH9SHk+pCNIwVvf2RcWay3SShRZbHOP/7OZnZ0N2S37Qbovl4F1YuYaptK0jWU+r5pPZDKzSJYdIWqTymAeyiZCZMZIyi8RdDkS29/sqWrHiDZkM7uhI1vVRZBkbv6GmEYj4sE1ee4BBYBKKsA4MKYiRC85etwz48Lvo4FKQQA77l6Kbeub0vbN+pPCfStv0td5CYKW+Idisaw2wQOe4ZFIOzgLs2HU0cIweJ6b3bFLKiiIUTRu7Xq6EKQ5hJJCGjxLYIql4Nqt4OBSQMLyeFWVcbFsgjiMfUZKlAxmc7WpQ2sba9J/L6hQ31e0xrwbXwLxMJFuamaiZCRRVCihnM6jT4XHqeNXjOLIE+zJGZiwQoBJNVYZzhVCNZp7qGjPy/oGoyLgbT2ErbS//csqvPSNx7MTov01KkOiSWyCExjBMIGnvqSrKmlxqSWAFQDugsvQdTk+GViaBFMDwOy4BZBo8/FL//khsTv7bUenHaRDBgDdGyF5jWw5+slb01tKASJhnOl+czoN1u9YwEO9Y4bF5cVgdJfaUpIaqygu6mKkVQhaF2rRsYVWgjMWimXOD6g01HvIRKT2cPKQdVcnN+rZr4WmUSMwJURI/A2lkxAW2pMqoshWZ9yMb+pgIYWwZReVVxYIdB57bpW1i+qxW4TdNR7OZ9qEQgBOz+gki9K3LU2WVmc8pkp0VCaVDrqvbxweoQ7P+24BQMAACAASURBVP9b/uahIyVZw4IWAj3AB7CkyZfuGgJYeavqohg2GMKRJ0LRmElVcXkIwaI6JZa9Rj7MrqtUn5ah4g7ahhTXUOadcAnft5Yat6qsNUIvLMtznCBo5CKb0rKTatrzei4zvnbvDh76yPUAdDVWcS7TzbH5ncr18sJ9RVmPGYYZekEtdlGiGAGo90z3RpxIyWIsJgtaCFL98k0+V7prCGDlzeouroA9U0LReHYWQwlbUGeyRvMB6ymCaSSqZovvHgpo08lstpSpp9PDJa3Gbql2c2rIzwN7zmUfrF2kWnPkOU5g2DZhsl9tq9sMnlFYljX7ONE/mVbBj7satrwLXvlxcm0lwLCyuMQxAoA7NiYFu9FX3MZ3OgtaCFJp9LmyLYKlu1TzpwLeyfhDMarKpF+OEV2NVWzpqufBl9Qk0edPDfPmLz6j7kSbVihXTIG7axoRDBuMHCxxf6bVbUo0/+JnJo3CunbmXQiSrqFUi6B0QrB1SQP+cIyjfRl58Ts+APEI7PtG0dekY5g1VKKhNKnsWpG8eTGNMRWYBS8EX37PNv7vWzbR6HPhD8fSgzVOL+z6iEp/K5B/0x+KUuNxJHfEYyoNsoRVxZm8eWsHhy9O8OyJIe5/oYf9PWMc75/SqmavKplFkN1nqPizCFJ5+44u3nttN4FILFlUlUrXTlVgNX4+b+c0tAim+tUdbhGH8+hsW6q6kn73hZ70BIPmlbDqNtj9paLkxRthGCzW1+JtKMGKFDab4OU/v42b17ZaQlAqbt/Yztt3LEnEC7J84Ts+oDIKnvmngpx/KhSl2p0iBIFRQJaNRQDwtu1ddNR7+dxjxxIFeCcHNV9m1w4YPl70OcaBSDxdCOJxNdGphO+b3SbY3FVHXJKeOaPTuUNt8yichhbBZF9JrAGAzgYv7bUevv18Dz/cnyF4t3xa1RM898WSrC1sVLMTGFWzygvYk2k21HmdLGmsMk82KDALXgh0NnUq0/DA+YzCF3c17Hg/HPk5DJ3I+3mnQlGqPc7kDr0NQU1pvshGeJx27ty8iD1nRhPFZUkh0KpmizCkPZVAOKP1cnBMTZcrYYwAYKnetTVzzCeothwOb15daUFDi2CgZEIghOD+D14NwHMnM4YXtW9S/YdeLE3/oXA0nl2zExhV1oAQ5k8sEq21bqZCUabDyfdGz44rNJYQaKxqraHKZeelHoMKyKv+QFWGPvf5vJ93MphhEegZH9XFyfiYLduXKt+73SZorXFzSutDz+KtqvityO6hYCSWnToKJbeklmlC8IH/2Js93N3uVHn1ecwcChnGCPpKeiPR3ezjdRva2HvWwAW07b1qDu/xR4q+rnAsnt1nSBeCMqCtRvVA659IWgUf/d5LvO3LhZ//bAmBht0m2NRRx0vnx3nlwjgf+ta+pDJXt8KWd8JL303maOeJqVAkPUYwWdzUv9mydYkquNm+tIFNHXVJi8BVpe70ClA1m4usGEGZ9Gdq8LlYowWN/+cPD+DP7NzatRMuvqxaZueBYDiGEEYWQWk/P9uXNtIzMs1L5zJurFa/Tus/9M2irykUiWWPNg2MlY0QrGytBmDPGeVmjcclL5wZoaux8LEeSwhS2LKknkO947zhX37LL1/p48D58eTBa/5Ilcrv/krezheNxQlG4ukWQZkKQVO1mw/esJwP3biC1lpPeqpt11VqNkERzf0s11BiEEvpg+wPf+R6/v33djAZjPJy5oWwcyfEo6rKOA/4wzGqnHaE7toITUF4quDtJWbijZsX01Hv5UPf2pfeYtnuVENrjj8C471FXVO5WwRXdNaxvNnHD/aq2MrxgSlG/GGuWl74TDhLCFLY0lmflv+cuOsFlfWw9g2w52vqy5YH/CFl1vsyhcBTV/LglRGffP06blrbSn2Vk/HpSPILro9jHCjOfFWA6XA0Pe22hCmTmdhsgiu1BmwvZgmB1mM+T62Fp8NRqtJci9r7UOIbifY6D//1NSvomwhmd9a88h4Vz3npO0Vdk2HNThkJgRCCu7Ys5oUzI4xPR3jhtLJyr15WeCvXEoIUtixJ9hsRAk4OZAT8dn1EBSXzNHVpMqQCrzWZMYIyiw9kUud1Eo7Fk5OV9IDx2cL7MnUmglFqvSnvm38QEGWTdltf5WJ5s48XM2NO1a1qaEue0pH9oRi+MhXETVoTul8cvJjI2AGgcRksuxFe/m5R+w8ZtnMJjIK3NH2GjNi5TN397+8Z5dSQH5/LTldj4W8K5yQEQoh/EEIcFUIcEEL8WAhRn3LsE0KIE0KIV4UQr0vZf7u274QQ4uNzOX++ademTK1srWb9otp0iwDUnW/X1fDcv+bFDaJP/qpOixH0l/xubibqvSrLKTHYvr5Lte4++XhRzi+lZDwQoc6bkm01NaDiA3aH+ROLzK6Vzfzm1QH292QETTt35E0IpsMxqlwGrsUyEAK9Kv3vHj7Kfzx3Jv3g+rth5BQMFq89STgax5XakiQSVJZsCYsQM9nSVY/DJth7doQLYwEW13uTbr8CMleL4FFgo5TyCuAY8AkAIcR64B3ABuB24ItCCLsQwg78K3AHsB54p/bYskAIwe5P3sJPPryLla3V2UIAyioY74HDP5nz+aaCmhBkuobKXQiq1AV4PJAyp2DlrXD66bwFQXPhD8eIxWW2EJTYL57Jf79tDfVVTr6mjUNN0LEdJs7npcX5dDiKz21gEZTBZ8jjtLOzW11k92VmEK15vdoWsT11ONM1pPcZKhPXEKh25hs76njy2CAXx4NpjTELyZyEQEr5iJRSvzV+HujUfr4buF9KGZJSngZOADu1fyeklKeklGHgfu2xZUNbrYdqt4NFdao17L3/9gLPnhxKPmD17aor6XP/OudzTWZaBFJqrqHS383lojbTIgBYdStEA3DmmYKff0wbEJ8mBP7yE4K6KidXL2/i5XPj6QfyGCfwh2N4XRkxApuzbC5u337/VVy/qpkzwxmNG2sXqeFG+7+lqumLgMo0K6+qYiPu2ryYQ70THLk4URlCkMHvAw9rP3cAqZ23zmv7zPaXHc3VLqRUoyzf9dWUHHmbDbb/PlzYD32H5nQOPbUwESMIjKrMpJpFc3rdQlPvVY2xxgMpmUPd14HDU5T5tLolkm4R9IOvvIQAlKnfOxZIH1jTfoW6WOfBPTQdiqbHCCb71Y1EGRRIgWrnsH5xLUcuTnDfUyfTD+54v7Kui1RTEMh0o5WpEPyXKztw2W1EYpLFdZ6Zn5AHZhQCIcRjQohDBv/uTnnM/wKigJ4GYPQplDn2G533g0KIvUKIvYODg0YPKSjN1elj+MZT736veLsqMNv79TmdQ3cNJbKGyrCq2AjdNZRmETi96g7vePGEQLdMlCU1WHYWAcBmLXvoQKpV4PSo2ovefXN+/awYwcR5qF0859fNJ/oUs7956Gj6rIK1b1A3PS98tSjrmA5H04sQy1QIGnwubt2grgFlYxFIKV8rpdxo8O9BACHEvcCdwLtlMmH4PNCV8jKdwIUc+43Oe5+UcruUcntLS3EGbKTSVJ3eDvZLT57kWP+k+qWqETa/A178zpza6mYFixN95MvbItDvxMcCGbOMV90KIydVELCATGRaBKFJ5ZYqQyHQO5Ie7B2nbzzFKujcAb375+wWyYoRjPWorKQy4o6Ni3j3VWpNv3k15abO7oRtv6eSDIZPmjw7fwS0movkjvIUAoB3X7UEIZIB90Iz16yh24H/CdwlpUx1Av4UeIcQwi2EWAasAl4A9gCrhBDLhBAuVEC59MNMDcgczP3lJ09y2+eeSu7Y9ScqF/qRT132OSZ1i8CVYRGUeYygymXHaRfpwWJQfWQAjj9W0PNnuYb0YrIyfN/qvE5q3A7++fHjXP23jydrLzq3Q8QPA3ObSOVPtQjiMdXZtMyEwOO085k3baSr0ctTxzKs+233gs0Be/+t4OuYjmS0fC9jIbh2RTP7PnUrGzuK0x57rjGCLwA1wKNCiJeEEF8GkFK+AjwAHAZ+CXxYShnTAsv/DfgVcAR4QHts2dGcYhF0NyVLvBMtA5pWwPV/CgcfuGx3yJTm37Xrw1XKtKo4EyEEdV5XImiboGmFSiM99rDxE/NElhAUeTTjpdLRkDTvL+pWgR4wnkPfoUgsTjgaT8YIJi+qquUyEwJQn5mNi+s4MTjFfzx3hu6P/4JILK4+6+veqBrRFXASICg3mjczRmBzgKu6oOe9XIo5pGauWUMrpZRdUsot2r8PpRz7aynlCinlGinlwyn7H5JSrtaO/fVczl9IUv8TvvSebbx2nXI7pOWEX/8xNZj75x+9rGrjqWA0o4agD1w14PJd9rqLRXO1i8HJcPaBDW+GU7+h9+xJ7n+hpyDnHg9EsNtEMu02UURVfq4hUDNpdQ72arGChmVQ2wknLr/2YjpzbvOY9n6XoRAALGmq4vxIgH/4laodSMzB3vEBNSDm0A8Kdu5YXBKOxrMtgjLpPFpqrMpiE1Jb1a5bVMvn3r4FIeAbz5zhzx88pEx8hxvu+rwyx5/4q0s+x1Q4o/PoRC/UlWUSVRYtNW4GjQbab3kXyDjP/eSLfPxHB/nGM6eZCEayHzcHxgMRaj2OZKFNGbuGgKTFBxzShUAIWHMHnHzismsv9BbFiWSDhBAsvey1FpIljVWEY/GESzTRZXPptSol+8ADBTu33kDSmxkjKEO3UCmwhGAGdLO7xuOkvdbD40cH+OZzZzml95tfchXs/IBqRnf66Ut67anMFtTj56Cuy/wJZURLjZvBiWD2gaYVsOQabvA/Akj+z88O84Un8jvHYSIQTWYMgbIIhK3knUfNCKRMvUsbTr729aqy9dRvLut1/drFLXGXO6ZlZtd1mjyjtCxtTLd0P/voMQ5fmFCiuPZOOPtswQYcBTKtJ7CEIAVLCHKw+5O38MzHb078viSlHez+1ErJWz4Nzavgu++AR/981u0n1FCaFCEYO1e2X+JMWms8DE6F0jtL6mx5F63hHq4USgCO9k3m9dyTwQi1nsz2Es1gs5s/qYR87NbVLG2qYmVrdXqAfel1aqTk0V9c1utO600Ldb/32FllFTmLk3t+qSzJaKf81LFB3vYVrT/V2jtBxgqWfqy70QxdQxaWEOSirdZDfVVq0Dh5R5MaK/jwD47zww2fZ7j9ejXS8kcfUKMTZyDNIgj71ajF+sqwCFpr3ERiMr2WQGfDfyEkPLy/5jnesGkRz5wY4ou/OWEsGpfBZDBjznMZtpdI5colDTz5P26iq8Gb7iZzuFTK7asPX1YaabZFUH6po6ksrvekuckg+Tew+ErVbPHVyxPFmbCEIDeWEFwCbSlVfi/2jBGPS0b9YX5x8CJ/+qthth27h7+LvANe+RE8/hczvp6aV6zd2eoDzSvINQQYxwncNTzv2cVNkafY5hskFpf8/S9fzW4zcJlkCYF/oGwzhlKp8zqzU27XvB6mhxKjPn956CLfeu7MrF5P97XX6NZRmQuBw25LNHbUSRRu2mwqZnL8MdUMLs8EIlqMIDVryD9ctu7EYmMJwSVgT8kuONo3yfJPPsR9GQ3Fvhx7I9NX3KssgyM/y/l6k8GU6WTjun+3MoSgVROCgQnjYdvfcL6TiM3N7xz773hQj0lkzMyRiWAkefEDJaIV4FKr9TqZCGS4DVfdqtpNaO6hD317P//7wVc4ZdTwMINJzbqo8TjKtoYgk8X16ULgSLUQ1r5B1Vacfop8k2URhKbUucrYkiwmlhBcAu+5egm3rW/jU29Yl9j3pd+oisj3X7dM2y94ecPHVT+Zn39MuXwMkFLiD8eSrqFExkeFCIF2Z9c7ZnyXfzzSxLc7Pk3NdA8fdai0wEN5EoLJYDQZI4gEVbC4AgS0zutkIhghnjL8CE+d6tP06kOcHU5+Vv74/hcZ8Ruk56aQtAgcKvU4Hil7IWjNsAgGJ0PJ92PZDSqnvwDuoUSqrZ415NdrTywhAEsILommajf3/e52rl2RPvxkZWs1n7pzPW/crHq8HB8Jw+v/n/qwPWs88D4YiROLy2Tq38gpsLuhprz6xJixtLGKlho3T2ZWimpMBqMMNO2Ebe/lg86HeXNbPwfPz10IYnHJVCjFNTShjTusAAGt8zqRMtl1NsHaN8DwCQ6+pNxDn75zPcf7p3jnfc+nD3T5/+2dd3hUVdrAf2cyyaT3TAiEkBBpoTdpKixFBQTUtSMia1v128V1dy2rrorruuvnrn5+nyv2LrII9rKioKJSlRYEBCGUhJKQTvrkfH+ceyeTySShJFOS83ueeWbumTtz33tm7n3Pec9b3GiYEQTDMcMzKy69PURvM8wEi/dO78f9M7Koq5cUmYGJVpuKTt/5yQmtsZ0Mle4zAjMIUc8IAK0ITolMe2M3uEGpKgzcHmUj0mZVLoJpo6D/RfDlI7DtnSbfYVYnc3oNFe5VlZssgfGTWCyCc7OSWbkjn6raxgudUkrD7BUMUxYgIuzcUfMUdXu/5Y7Hnqbo37fCspvgyWHwzyxYdiN8MF8VdW8FMz9TIJrUzFlMaZN1gqkAxB5QHjNzx6bz4Mz+7DxS1tjd1I2yqjpsVovKsX/EyISbPLDtBW9DzIFPXb3EHqVmB0fLXMyLfaerGV7eDx4/X1Xr4OGPfjzp2JQG05AZhKgVgSuBcdfxM2zWIBbdMJqR6crjYIiRYVIIQb+UqAYTyIULVXKxD26Don2NvsPMPBrlOiOI7+mdE2gjxmYmUlnraFLA53iNg3pp3KxDY2DGEyTVHGSJbQGPlt9F+I5lkPONOt+UwZDzLY7NS5AvToXDW1s8Zql75lE/9513xZS5yYJxTCp0GUj3gm8IN1KODEpV/6m9BZ5Ni6DKdTrXSg5nK9fRSP9eNDer2znqJfZotc6UnVtCjnmevaaACGq0vrbv2HEm/PdK9h+r4N8bDvDcqr0889XJJalzBpQ5ZwT+U9LTH9CK4BQZk5nACKP6knnRgnIVzM4tpbrOofy5L1wISHjtIqgqde5XVOGSL6e+3pgRBJYi6BLjYUSHm8kCoM9Uan+bzbU1d3B7za95fMAyvp35FT9NeQmuXMTBeesZU/4oZdIGS29o0WvEtItHN5oRCIj2/4hss8ayx9HsGVNILd9Kcojqy/RE5XO/t6ClGUFtQz8c2QrJA9pW4HZg3lkZXHlmGleP7kFvexRCwB/f3sKEx75UO4TFQc8JkL3UaR766Ug5Occq+OzHw87fv6r25ExHTUxDx/P9OgjR22hFcBpM7mdnUl87WSnRzrah3WOpcdSriEmAxDPgyregaC98/EfnfkeNqNzk6FAoy1NplOMzvCr/6WJ6DuWXVvPhljyKjtdQUF7tXOR0LS4fGpPEbTffytfhk3kru4zZz6/l3Me/JqfgOBtyijhKHE9F3w7522H5n5s9ZhMlU7hXKQGr9xJ0nSpmkrwmpiGA3ucRhINJ1k2AMmGkxIQ6I9gPl1Q1qX3sdKOtOQ5Hd6gaB35OpM3KIxcPJCYsmJjw4CZBZoBKU1JyAHKU95A5mv92dwH5xqDD3RzZGiWVtUbWXOOWV37Er4MQvY3/VPoOQIb3iOeFa+Pd2uIQAlbuzGdomhGs0mMsjL8LvvwrnDEJBl3GEacisMHBLWq/ABjRuWJO7b/elc+HWxrq75o3vEYunigT2vAecfxnW0MNh0+3HXZ6yxxMHAe9b4U1T0FyFgy/tskxS6vc1giO7VLKNgBoWCPwEHmeeib5QV2Y7lgJ3A9Aj4Rwlv2Qy5DusTy+/CeKKmrJ+dt050ec6zD7VyuPoYxzvHEabUpmUiT73ONL+l6gIq63LoGeE5w3/XV7C6kzPIxyiyt5bXUOg7vHNpqRN0dJZa3TLAX4fRCit9EzgjbGHh3KL/rYeXPt/sYeH2f/HtLGKJfSwr0cLq0mOEgQFx4ChzapaWoAjOhcsVmDiAsPbqQEoMEG3sveNL2vqRxunpBJQkQIn2Qf5sPN6vOF5TUwZYHyHPno95C3qcnnzRlBdGiwqkx27GdI6NWm59VemMFTRzzlaLJY+CJ0MoNrN8GerwCYPkh5kD366U6nKbGkshYctVCUg6OyVCnEn1eqinlpY7xzIm3I3y4e6Kx454w8Dw5VgXbbP4C6GudC7/EaB6t2qfrh2bml3PfeNmY/v9bj97pTXFnrlp9KKwJXtCJoBy4e1o2C8uqGimYAQVa4+Fl1w196PQUl5dijQrFYhLrhJfYJiPTT7iS7+YVfPkJ570zsa/dYZi/ZmEVM6msnPTGCzQeKsQYJBnePVVHKQVb45QtqRPjFAnWzd6GR73z5UaguVXmeAoCwkCCSo23sK/Qce7EoaCZHgrvDW7NhzULmDE/mw9+chawu4+qg5bwa/Ahh/xoKf7HD/wzm5bIbmVzxMWx6AzLGQ4gHM4ufY48O5dfjM4HGyfnof5FKTb1npVMRuGKmsHZPWdEcJRW1ToUDqP+OjiFwohVBO5ASo26AZvqF3GIjzXBsGsx4AnI3MC73BXVTrKtRxUm6DfOVuKeFeWM2a/POGdODT+afzb9mez6f30zsxZs3jGJEerwzd9M5vZMYnBrjtP8SFqtmUD9/AaufcjueB9/5hMy2Pq12o0dCRKPAMVfyq608n/EPNTP89E54ZQb9S1fxeuij/CX4JbIs+yiMGQBn3Q5THiJfxvDLvMfUDXNS8+sq/o7pUlruGl+ROVF5nGUvo7LGgUVAglEj5KFZ/Z27mddaa5RU1jYUMpJSxfjoGYETvUbQDiQZJoBdR8rYuK+IJ1fs5qPfnkX/rjEw4GLY/TkzNy1iV/QY2FWkkl9lXehjqU+NmLBgcosref6aEYSHBDUEyDVDaHCQMyDPzNgxsFsMlTUOSiprWbvnGFV19WQNuI6kA2tVKdD4DOVfjlojcPrO521UXxBAayvpCeGs3NlMEF51HY7IVLjqE8heBh/MRyyeTT9C+F3NzbxfP5Z7+w1k3rgM6hz1zPigO08MOsDUCedAyiAvn0nbYaZ6P17tUPUOQS3+95sB296jNutGwoKDeOeWcTikJCMxAoTgvnezm1bJa4biyhpiw4y1hOpSqKvSisAFrQjagcQoNXL568c7nG37j1UoRQDI8x8hb+Ny5h+6E5bUKl/mzIkev8vfefaa4eQWVTqT0J0Mv+hj5+3vD3J2ryS+N9J6X/7sGgDGZibw5txnVOTw0uth3ifQdYhymTRHdvu+Uy63fl7a05UeCRHklx3keHUd2/JKefijH1k4ZzhdokMpr65rcAcdcLFyozy8lRs/Ps7XB41F0iI1uyyvrqOaEPLSZkDXwPI2c8ccPBx3j7geMhs2vk6vguWEhYwgzaVk7JzRPcgrruT5VXuor5fKxNoCJZUupqFy/y5k5Au0aagdCA+xNq6EROMsnQW1ocypuZNqW4LKwT7zf5VtPABJjQtnVM9T88WePiiF7AfPo0+XKLrENFYkxRW1yuZ9xSLl673oCijJNYKorMrHfP93kDa2LU7Da/QwbmaXPbOay55ZzeaDJWw+UExFjQMpaVyfIjweeo7nqglDATVyNtcXyty9pwKYyOYUQdoYSOzDuKOLiApumsI8MVKlQm8SoOdGVa2Dqtr6hgGEGUwWABlrvYVWBO2Ew3BzWzCrPxYB23JLnTbwPfnl5MgUNs36DOZvgd7n+VJUn2LeBCb0tvPG9aMwB3YZicbCeVQyXLVYZYt883JqKsoMl8nvlEmt53gfSX5qmGmYt+U1BBfmFVc57ePOtOQunD8ghZy/Tee8/l3YuL8YKaUzKC26AygC54ygxk0RCAGTHyClJoeLWNHkc0lRNsZbNmNdfCU8OwE+uw9yvm2yn6konDMCM+GcnhE40YqgnahxKNfRzKRIkqJsLN5wgJEPfw7gDBLKsMcGRLI0b2CxCMadkchAwye82tX1Nrk/XPoyHP2RBXk3MVj8rEqD2mKUz3kA4WpCu+HsDEKDLeQVVzpH+JEt3NiHp8dRUF7N/sKKprUIAhhzjaC82kOQWJ+p7Anuxcyaj5t4kPXL/5RXQv5O5b4NOIJCYc3T8PI0pRBcktaZisC5WFxmppfQawQmWhG0M+mJEcRHNFz8+44d5+5lKp+OJ/fKzs7Cq4eRnhDeNA1Dr8kwewlIBwuO/ga2v69qRQeYy6SzEAuq3GfX2DDySiqdN6uWTD0jeqjgxfU5RR3KNGTOCCrcTUMAQvB56HmkO3LglRmqmAxAzrdkrr2HDfW9GVf9JAcvXAp35sCI6+C7JxsVhjKr6MWGGdHnJQcgOFynl3BBK4J2whz5pUSHUuLi2XDnUhVFnJkUccI+0J2JlJgwzrBHUVZVx/qcQtbnNBQzX7A9hUsq7+GrxCtgxpMw8V4fSnpqRNiszhGwPdpGt9gwcouryDNcjLu1MDjoZY8kOtTK9/sKm6baCGA8uo+68EHQZJbF/UpVcfvXaFgyD16/GEtMd4oveIFarEox2iJh+j9g4KWw7lllOsSDaagoR7lyC339mWhF0E68e+s43rxhFBaL4IhLUrY1ewqZNrALL8wd6UPp/JvoUCvbD5Vy6cLVXLpwNdV1Do6WVfHit3vJJYlvMubD8LkBeyGbg4SkSBtdY8LIK67kYFHrisBiEQzrEccGlxlBh1gjcHUf9UB5nWCl/RrlOdZtGORuUMV8rv2Q8PiuxmcNJSIEjJsPtRXww2sAThdTp2moaB/E9mjHMwo82kQRCCH+IISQQohEY1sIIZ4UQuwWQmwRQgxz2XeuEGKX8ZjbFsf3R7rFhjn95e9zqWhmtQjun9Gf9MTAiyL2Fu7mjsueWcO7G3Od263FKvg7piKwR9vItEeQX1bNih1HiAsPbvXcRqbHs+toOY/9ZyfQMWYE1iALocEWjtfU8cP+It5cu7/R+xU1dYQFW5QSuGox3LYVrl4KkXbPs4kuA6HHWbDuOXDUNawRhBtpSYr3QZxWBK6ctiIQQnQHpgCu6sVF7wAACuhJREFUv95UoJfxuBF42tg3HpVRaxRwJnC/ECLudGXwd64dl8GOh87HahFMH5TSJC2DpjHmzS0zKYJRGfFsPlDcKCYjv8xzneRAoWFGEMqlw7sTabOyPqeI1LjW1zsm9VMLnGaVsxBrx5jUR9qsFFfUcOfbW/jTO1t5b1OD4q+scTQUlHH/XGgzZqVRN0HJfvjpE0oqa7EIiAyxKnNRdameEbjRFv+ix4E7ANcl/VnAq1KxBogVQqQA5wHLpZSFUsoiYDlwfhvI4PeEBgfxxvWjeHBm/9Z37uSYM4KECBuLbxpDV6PuwYQ+yu+7Z1LTZHaBREpMGBEhQUSHWYmLCGH2KFVn+ESWjPp2ieaZOcPbWULvM6R7HKt2FThH70t/cFEEtY6GgjJuRDa3vtBnmqpat/YZiitUegmLRagCUOD3JT29zWkpAiHETCBXSuleY7AbcMBl+6DR1lx7p2BUzwRiw/0/b76vMWcEZj2Dey/IIjnaxmOXDmbF78dz7dh0H0p3+tw0vievXncmwljjmDNGjU5PdKbYr0t06zsFGBcMSuFQSZWzyNF+Ix9TRU0dtQ5JeLBnRdBsVHKQVXmV5awiomhHw3VnpiVJGdz2JxHAtGpsFUJ8DniK4b8H+BNwrqePeWiTLbR7Ou6NKLMSaWlprYmp6UBYjaGxmb9/2sAUpg1MARq7XwYq9qhQZ71eUNHZy24Z60zC1xqpcR3P7XhyVkNw18BuMWzNLSH9ro+48kx17Y/O9OzqGR4chBANpV8bMXQOrHyE0QVLWB3+W9WW+73KOhoApU29SaszAinlZCnlAPcHsAfIADYLIXKAVOAHIUQX1EjfNVIqFchrod3TcZ+VUo6QUo5IStKh4J0JZ9RsWOAvhJ4ow9LiiI84sdmimVenUVrlACfSZuW5a0bQyx7JrCFdne2L1u3n7F6JjEyP9/g5i0UQEWJ1rpk0IjweBl/OmOMrSA0xUn/nfg/dhgesx1l7ccqmISnlVimlXUqZLqVMR93kh0kpDwPvA9cY3kOjgRIp5SHgP8C5Qog4Y5H4XKNNo3Eyc3BX+naJ4rqzAjuZWnuy+f5zWXXHL3wtRpsyJSuZ5bePb1JxbFLfliOAI23WpqYhk1G/xkYNsyrfgfydUPCTqhioaUR7+eF9DEwDdgMVwDwAKWWhEOIhYL2x3wIpZaHnr9B0VuzRoXx6W+CVXfQmMR14tpTh5lo9xnDDbo4IW1CzwWjY+/EB5zCt8C14YxVYgmHwlW0laoehzXzPjJlBgfFaSilvlVJmSikHSik3uOz3opTyDOPxUlsdX6PRdAySomws/905zBuXDngueepKZGgwK3fk8+7G3CZF7Wsd9fy5+mpy4sZCdRmMvwMitanZncCOzNFoNB2SXslR3D+jP/dNz2q11oCUkspaB7ct3sSjdYO4bGTDMuSGnCKKZCS7Jj1H5oCU9hY7YOkY0SgajaZD0poSANhysMT5er9bPejPtx8hJMjC2b30LKAltCLQaDQBzQMzspjQJ4muMaHklVQipUQaKavX5xQyvEdcwKclaW+0ItBoNAHNteMyeHnemaTEhvFjXikz/u8b/vRONgCHS6roHt/x4i7aGq0INBpNhyAlJpQdh8vIzi1l0br97DxcRkF5tc7tdQJoRaDRaDoEZhnQsZkJBFkEz63aQ71U7sialtGGM41G0yEwYwkm9rVTWetwZjBNjgr8tCTtjVYEGo2mQ/CrszI4UFTBpcO7U1RRw8b9xcCJJ/PrzGjTkEaj6RD0To7ijetHExMezPjeDWkptCJoHa0INBpNh2NkekO9q8RInfq9NbRpSKPRdDiEELxzy1jW7i3EGqTHu62hFYFGo+mQDE2LY2hah6+E2yZoVanRaDSdHK0INBqNppOjFYFGo9F0crQi0Gg0mk6OVgQajUbTydGKQKPRaDo5WhFoNBpNJ0crAo1Go+nkCLOSjz8jhMgH9p3GVyQCBW0kTlui5To5tFwnh7/KBf4rW0eTq4eUstU6nQGhCE4XIcQGKeUIX8vhjpbr5NBynRz+Khf4r2ydVS5tGtJoNJpOjlYEGo1G08npLIrgWV8L0AxarpNDy3Vy+Ktc4L+ydUq5OsUagUaj0Wiap7PMCDQajUbTDB1aEQghzhdC7BRC7BZC3OVjWXKEEFuFEJuEEBuMtnghxHIhxC7j2SvJ04UQLwohjgohsl3aPMoiFE8afbhFCDHMy3I9IITINfptkxBimst7dxty7RRCnNeOcnUXQqwUQmwXQmwTQsw32n3aZy3I5dM+E0KECiHWCSE2G3I9aLRnCCHWGv21WAgRYrTbjO3dxvvpXpbrZSHEXpf+GmK0e+2/bxwvSAixUQjxobHtvf6SUnbIBxAE/Az0BEKAzUCWD+XJARLd2h4F7jJe3wX83UuynAMMA7JbkwWYBnwCCGA0sNbLcj0A/MHDvlnGb2oDMozfOqid5EoBhhmvo4CfjOP7tM9akMunfWacd6TxOhhYa/TDv4ErjPaFwM3G61uAhcbrK4DF7dRfzcn1MnCJh/299t83jnc78CbwobHttf7qyDOCM4HdUso9Usoa4C1glo9lcmcW8Irx+hXgQm8cVEr5NVB4grLMAl6VijVArBAixYtyNccs4C0pZbWUci+wG/Wbt4dch6SUPxivy4DtQDd83GctyNUcXukz47zLjc1g4yGBicDbRrt7f5n9+DYwSQghvChXc3jtvy+ESAWmA88b2wIv9ldHVgTdgAMu2wdp+SJpbyTwmRDieyHEjUZbspTyEKiLGrD7TLrmZfGHfvwvY2r+oov5zCdyGdPwoajRpN/0mZtc4OM+M8wcm4CjwHLU7KNYSlnn4dhOuYz3S4AEb8glpTT762Gjvx4XQtjc5fIgc1vzBHAHUG9sJ+DF/urIisCThvSli9Q4KeUwYCpwqxDiHB/KcjL4uh+fBjKBIcAh4B9Gu9flEkJEAkuB26SUpS3t6qGt3WTzIJfP+0xK6ZBSDgFSUbOOfi0c22dyCSEGAHcDfYGRQDxwpzflEkJcAByVUn7v2tzCsdtcro6sCA4C3V22U4E8H8mClDLPeD4KvIO6OI6YU03j+aiv5GtBFp/2o5TyiHHx1gPP0WDK8KpcQohg1M32DSnlMqPZ533mSS5/6TNDlmLgS5SNPVYIYfVwbKdcxvsxnLiJ8HTlOt8wsUkpZTXwEt7vr3HATCFEDsqEPRE1Q/Baf3VkRbAe6GWsvIegFlXe94UgQogIIUSU+Ro4F8g25Jlr7DYXeM8X8hk0J8v7wDWGB8VooMQ0h3gDN5vsRah+M+W6wvCgyAB6AevaSQYBvABsl1L+0+Utn/ZZc3L5us+EEElCiFjjdRgwGbV+sRK4xNjNvb/MfrwEWCGNlVAvyLXDRZkLlB3etb/a/XeUUt4tpUyVUqaj7lMrpJSz8WZ/teWqt789UKv+P6Hsk/f4UI6eKG+NzcA2UxaUXe8LYJfxHO8leRahTAa1qNHFdc3JgpqGPmX04VZghJfles047hbjAkhx2f8eQ66dwNR2lOss1NR7C7DJeEzzdZ+1IJdP+wwYBGw0jp8N/NnlOliHWqReAtiM9lBje7fxfk8vy7XC6K9s4HUaPIu89t93kXECDV5DXusvHVms0Wg0nZyObBrSaDQazQmgFYFGo9F0crQi0Gg0mk6OVgQajUbTydGKQKPRaDo5WhFoNBpNJ0crAo1Go+nkaEWg0Wg0nZz/B75sAxApmF46AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc106a0b38>"
+       "<matplotlib.figure.Figure at 0x7f60ea315198>"
       ]
      },
      "metadata": {
@@ -217,31 +227,31 @@
     "        ret[i] = sum(ir[i-MEAN_FILTER_SIZE:i])/MEAN_FILTER_SIZE\n",
     "    return ret\n",
     "\n",
-    "plt.plot(data_ir[6000//decimation:6400//decimation])\n",
-    "plt.plot(spo2_mean(data_ir)[6000//decimation:6400//decimation])\n",
+    "plt.plot(data_ir[6000:6400])\n",
+    "plt.plot(spo2_mean(data_ir)[6000:6400])\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc1056f2b0>]"
+       "[<matplotlib.lines.Line2D at 0x7f60ea2c44e0>]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc10584898>"
+       "<matplotlib.figure.Figure at 0x7f60ea254320>"
       ]
      },
      "metadata": {
@@ -255,30 +265,30 @@
     "# I don't know what the exact intention is. It effectively inverts the signal.\n",
     "# Maybe that is an unintended side effect which makes the following beat detection actually work...\n",
     "meanDiffResIR = spo2_mean(data_ir) - data_ir\n",
-    "plt.plot(data_ir[6000//decimation:6400//decimation])\n",
-    "plt.plot(meanDiffResIR[6000//decimation:6400//decimation])"
+    "plt.plot(data_ir[6000:6400])\n",
+    "plt.plot(meanDiffResIR[6000:6400])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc104dcd30>]"
+       "[<matplotlib.lines.Line2D at 0x7f60ea1c9128>]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc10513cc0>"
+       "<matplotlib.figure.Figure at 0x7f60ea1da630>"
       ]
      },
      "metadata": {
@@ -298,21 +308,21 @@
     "        v1 = 2.452372752527856026e-1 * meanDiffIR[i] + 0.50952544949442879485 * v0\n",
     "        ret[i] = v0 + v1\n",
     "    return ret\n",
-    "plt.plot(meanDiffResIR[6000//decimation:6400//decimation])\n",
+    "plt.plot(meanDiffResIR[6000:6400])\n",
     "lpbFilterIR = spo2_lowPassButterworthFilter(meanDiffResIR)\n",
-    "plt.plot(lpbFilterIR[6000//decimation:6400//decimation])"
+    "plt.plot(lpbFilterIR[6000:6400])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc104924e0>"
+       "<matplotlib.figure.Figure at 0x7f60ea1740b8>"
       ]
      },
      "metadata": {
@@ -322,9 +332,9 @@
     },
     {
      "data": {
-      "image/png": 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tKJV0WeX7fFZ6NOOLXdDMlgKfBK4Kh3hw916gNzxfY2ZbgAtIffOPHjKaB+wqdt0iIlIeRe0JmNlioBn4lLv3RMrrzawuPD+P1Angre7eARw2s8vDVUE3AU+U3Psi1MKVBEolXXwdpZIufhmlkh5p1RnssHsCZvYgcCUwy8zagTtJXQ00CVgd/lm8GK4E+jjwLTM7BfQBX3T39EnlL5G60ugMUucQoucRRESkCoYNAu5+Y5bin+ao+xjwWI55rcBFBfVORERGVOJ+MSwiIgMUBEREEkxBQEQkwRQEREQSLHFBYCz+sCSTsogOXyfX+6wsosUvU7YsogW0oyyiIy9xQSCtJn4voCyisesoi2iJbSiLaMWMxiyiIiJSoxQEREQSTEFARCTBFARERBJMQUBEJMESGwRq4lJR3U8gdh3dT6DENnQ/gbLK1+NKjyZxQaAWLidTKuni6yiVdPHLKJX0SKvOYBMXBEREZICCgIhIgsUKAma2wsw6zWxDpOwsM1ttZpvD48xQbmZ2t5m1mdk6M7sksszSUH9zuD2liIhUUdw9gXuBxRlltwHPuHsj8EyYBriW1G0lG4FlwD2QChqk7kr2EeAy4M504BARkeqIFQTc/TmgO6P4euC+8Pw+4IZI+f2e8iIww8zOAa4BVrt7t7vvB1YzNLCIiEgFlXJOYE64gTzhcXYonwvsiNRrD2W5yitqLF5Olinf5Z+Z84ZkB81xqWTNZRGN3f04jQ5fJY5K5yvNXF+1s4gWtf6CMo5meXczssrmu+R5oE7ufhQ7L97gayeLaLbrnDxP+dAGzJaZWauZtXZ1dZW1cyIiMqCUILAnHOYhPHaG8nbg3Ei9ecCuPOVDuPtyd29y96b6+voSuphbTfxeoIhU0ulllEq6kA4UsczQxSto8Hs2WlJJF/GSx6yb3qaz/ArEstfJ1n6+z0au39PEnVfIgMZSKumVQPoKn6XAE5Hym8JVQpcDB8PhoqeBq81sZjghfHUoExGRKhkfp5KZPQhcCcwys3ZSV/l8B3jEzG4G3gU+G6qvAq4D2oAe4PMA7t5tZt8GXgn1vuXumSebRUSkgmIFAXe/Mcesq7LUdeCWHO2sAFbE7p2IiIwo/WJYRCTBFARERBIssUGgJn4voFTSsesolXSJbSiVdFnl25aUSnqE1cSloUolXXQdpZIufhmlkh5pSiUtIiIVpiAgIpJgCgIiIgmmICAikmCJCwKFXEkw3BU21ZI/i+gw0wnJIppzfoySYqrEoSyi2dspZHvO276yiBYlcUFAREQGJDYI1MSlosoiGruOsoiW2KKyiJY0r1aziIqIyBinICAikmAKAiIiCaYgICKSYAoCIiIJVnQQMLP3m9nayN8hM/uKmX3DzHZGyq+LLHO7mbWZ2SYzu6Y8QxARkWLFurNYNu6+CbgYwMzqgJ3A46RuJ/l9d//naH0zWwQsAS4E3gv82swucPe+YvtQirGYfjaTUknHr6NU0iW2oVTSZZX3s1vBfkD5DgddBWxx9+156lwPPOTuve7+Dql7EF9WpvXHVhO/D1Aq6aLrKJX0yC9TTkolPfLKFQSWAA9Gpm81s3VmtsLMZoayucCOSJ32UCYiIlVSchAws4nAp4BHQ9E9wPmkDhV1AN9NV82yeNY9HzNbZmatZtba1dVVahdFRCSHcuwJXAu86u57ANx9j7v3uftp4McMHPJpB86NLDcP2JWtQXdf7u5N7t5UX19fhi6KiEg25QgCNxI5FGRm50TmfRrYEJ6vBJaY2SQzWwg0Ai+XYf0FKSyL6Ah2pAR5sy4OqZs5f3RlES0kU2shJ4jjd19ZRIdvqYQGsixeyEl6ZREdeUVfHQRgZlOAPwe+ECn+RzO7mNSItqXnufsbZvYI8CZwCrilWlcGiYhISklBwN17gLMzyj6Xp/5dwF2lrLNcauIqIWURjV1HWURLbLFMWUTjftdVFtHK0S+GRUQSTEFARCTBFARERBJMQUBEJMEUBEREEkxBQEQkwRQEREQSLLFBYCymn82kVNLx6yiVdIltKJV0WeX9lXTlugEkOAiIiEgCg0BN/FJY9xMouo7uJzDyy5ST7icw8hIXBEREZEDigkBBWURHsB+lyJtF1PMf+x59WUTLWzcza+SQ+TFKiqkSx1jPIlrqsff+hJpDtsk8yyiL6IhLXBAQEZEBiQ0CNXFuQFlEY9dRFtESWyxTFtGRqassoqVIbBAQEREFARGRRCvHjea3mdl6M1trZq2h7CwzW21mm8PjzFBuZna3mbWZ2Tozu6TU9YuISPHKtSfwp+5+sbs3henbgGfcvRF4JkxD6qb0jeFvGXBPmdYvIiJFGKnDQdcD94Xn9wE3RMrv95QXgRkZN6YXEZEKKkcQcOBXZrbGzJaFsjnu3gEQHmeH8rnAjsiy7aFsEDNbZmatZtba1dVVhi6KiEg2Jd1oPrjC3XeZ2WxgtZm9ladutqufhvxCwt2XA8sBmpqaRutvtkRExryS9wTcfVd47AQeBy4D9qQP84THzlC9HTg3svg8YFepfRARkeKUFATMbKqZnZl+DlwNbABWAktDtaXAE+H5SuCmcJXQ5cDB9GGjShuL6WczKZV0/DpKJV1iG0olXTGVHk2ph4PmAI+HX+GNB37m7k+Z2SvAI2Z2M/Au8NlQfxVwHdAG9ACfL3H9IiJSgpKCgLtvBT6UpXwfcFWWcgduKWWdpaqJdBFKJV10nSSnki5GtfusVNIjL3G/GC4oi2ix+/8jLG8W0SF1M+ePsiyihdQtJIto7O4nKItoEdvzoKNA+e6GFaPtXAk182fFHbbZvO0oi+jwEhcERERkQGKDQE0cFlIW0dh1lEW0xBaVRbSkecoiKiIio5KCgIhIgikIiIgkmIKAiEiCKQiIiCSYgoCISIIpCIiIJJiCgIhIgikIiIgkWGKDQC2kn1Uq6fh1lEq6xDaUSrqs8uZhqlw3gAQHARERSWAQqImcQUolXXQdpZIuTLX7rFTSIy9xQaCgVNJx6pQh3XT+VLrZ0uPGT7077GGSaqeSLuD1KyiVdK75MUpGSrUPWhSz/rhHgUpJ+Vxou6M1xXvpxlgqaTM718yeNbONZvaGmX05lH/DzHaa2drwd11kmdvNrM3MNpnZNeUYQLFqYo+giCyiA/NzNpq1nURnES1hmdS6q2u0ZBEtaH0F1a32K1xelR5NKXcWOwX8tbu/Gu4zvMbMVod533f3f45WNrNFwBLgQuC9wK/N7AJ37yuhDyIiUoKi9wTcvcPdXw3PDwMbgbl5FrkeeMjde939HVL3Gb6s2PWLiEjpynJOwMwWAB8GXgpFt5rZOjNbYWYzQ9lcYEdksXZyBA0zW2ZmrWbW2tXVVY4uiohIFiUHATObBjwGfMXdDwH3AOcDFwMdwHfTVbMsnvVMiLsvd/cmd2+qr68vtYsiIpJDSUHAzCaQCgAPuPsvANx9j7v3uftp4McMHPJpB86NLD4P2FXK+kVEpDSlXB1kwE+Bje7+vUj5OZFqnwY2hOcrgSVmNsnMFgKNwMvFrl9EREpXytVBVwCfA9ab2dpQ9jXgRjO7mNShnm3AFwDc/Q0zewR4k9SVRbfoyiARkeoqOgi4+/NkP86/Ks8ydwF3FbtOEREpr8T9YlhERAYoCIiIJJiCgIhIgiU2CIzFHOSZdD+B+HV0P4ES29D9BGKJm9wu72e3XJ2JKbFBII5y/PMpdT2Ftj+aPhBxjFRvazfTZPFKfUnyZq8tpJ0h7Rbaj8LqS36JDQK1kHlwRLKI5mhHWUSVRbSsDQ63voLqVvsVLq9KjyaxQUBERBQEREQSTUFARCTBFARERBJMQUBEJMEUBEREEkxBQEQkwRQEREQSTEFARCTBKh4EzGyxmW0yszYzu63S6xcRkQEVDQJmVgf8ELgWWETqLmSLKtkHEREZUOk9gcuANnff6u4ngIeA6yvcBxERCayS2RbN7DPAYnf/b2H6c8BH3P3WXMs0NTV5a2trwev6j//7eY6fHLiF8ebOIwDMmjaJvUd6AWicPW3QvMzp8+unMs4s5/zG2dNwoC3P/Mz1Zyt73+xp/UmjMuvlaz9On9N1ck1PnVjHe2ec0T+9cNZUxo8bWN4M3lefe/lixxxnfHHGm6tOnztbu472T7fvP8axsD1E+z+hzlhw9tS849l54Bg9J4YuO1xf0tPHTvbRvv9YQcuUMr19Xw8n+k4P6e95s6ZSNy7/9pw5nX4++8xJTJs0nq17jw6ZF/dz0N+P+qnURbbRbJ+zfNtb5rry1e04eJwjvaeGzJs5ZQKzpk3Kus5pk8Zzznsmx+5P+vn8s6Ywcfy4WH3LNua9R3rZ33Oyf3rmlIk88sU/oRhmtsbdm+LULeVG88XIliBvSBQys2XAMoD58+cXtaLz66f2fxAATvSdZvu+Hv7dgpk8uWE3lzbMZM70SUBq43zPGRNonJPaWE+7s6XrKO//ozMHLZuev23fUcaZ9U+3dR7hvFlT+6e3dB1h8oS6/mmAzsO9HDx2clBZ32ln696jXBApy7ZsZvsLZ03lV2/u4aPvm8X0M8b3v4htnUf6+zz/rCk881Ynf/r+es6YWEfD2VP59cY9/PsL6pk6qY6ZUyfy8jvdfPyCesxg8oQ61u88yAfPSS0/e/ok/q1tH1cvmkPdOOOP3jOZ32/ey9WL5jC+zjjZd5ptkddkf89J9h7pHdTvrXuPMrFu3KCyHft7ONXnQ8Z3fv3A+A4dP8meQwNtNZw9hV9vHBhLtnay1dnadZT3zzmT82dP5fz6aTz1xm4+svAszp42kVnTJvHC1n1c9YE5jBsHuw8d5/DxU/3tbe48wnvfM5nGOdN43+xpPLlhYNlTp5139h4dVPfMyeP7p3tPnebd7p5BY2zff4wPnTuDuTMm90+f6DvdX+edvUcZX2eD2pw744xB0+eE/uSqP2vaJBrnTOsf65+cdzYzp05g0oRxbNh5iA+E97b76An2HT0xuP+Txg+aXnD2FBrnTOPMyeN59d0DXNowE7PUe7ronOksmDWF/T0n2HvkxODPQeR9zOxz3Tjjrd2H+UDYRjM/Z5s7j3DW1Ik0zpnWv/1+4gOzmTxhXPZ1hc/EnOmTeb5tL9dcmNpWo5+h9Ht32cKzmDVtIjOmTOCVbfu5/LyzMRs89vRn4mONs/rnzZwyYVB/0tvX5s4jTA/v+ZSJdbzefpCL5k4f0rfMz804MzbtOdw/5p4Tfew8cGxQX5saZjJ7+iSmT55AJVQ6CLQD50am5wG7Miu5+3JgOaT2BIpZ0Q+WfLiYxUREEqXS5wReARrNbKGZTQSWACsr3AcREQkquifg7qfM7FbgaaAOWOHub1SyDyIiMqDSh4Nw91XAqkqvV0REhtIvhkVEEkxBQEQkwRQEREQSTEFARCTBFARERBKsomkjimFmXcD2IhefBewtY3dGg1ocE2hcY0ktjglqa1wN7l4fp+KoDwKlMLPWuPkzxopaHBNoXGNJLY4Jandcw9HhIBGRBFMQEBFJsFoPAsur3YERUItjAo1rLKnFMUHtjiuvmj4nICIi+dX6noCIiORRk0FgrN3M3sxWmFmnmW2IlJ1lZqvNbHN4nBnKzczuDmNbZ2aXRJZZGupvNrOl1RhLpC/nmtmzZrbRzN4wsy+H8rE+rslm9rKZvR7G9c1QvtDMXgp9fDikSsfMJoXptjB/QaSt20P5JjO7pjojGmBmdWb2mpm1hOlaGNM2M1tvZmvNrDWUjeltsOzcvab+SKWo3gKcB0wEXgcWVbtfw/T548AlwIZI2T8Ct4XntwH/EJ5fBzxJ6i5tlwMvhfKzgK3hcWZ4PrOKYzoHuCQ8PxN4G1hUA+MyYFp4PgF4KfT3EWBJKP8R8KXw/K+AH4XnS4CHw/NFYducBCwM22xdlbfDrwI/A1rCdC2MaRswK6NsTG+D5f6rxT2BMXcze3d/DujOKL4euC88vw+4IVJ+v6e8CMwws3OAa4DV7t7t7vuB1cDike99du7e4e6vhueHgY3AXMb+uNzd0zeOnRD+HPgE8PNQnjmu9Hh/DlxlZhbKH3L3Xnd/B2gjte1WhZnNA/4D8JMwbYzxMeUxprfBcqvFIDAX2BGZbg9lY80cd++A1D9UYHYozzW+UTtEoQ/0AAACSklEQVTucLjgw6S+NY/5cYXDJmuBTlL/ELYAB9z9VKgS7WN//8P8g8DZjL5x/QD4WyB9Y+6zGftjglSA/pWZrbHUvcuhBrbBcqr4TWUqINbN7MewXOMbleM2s2nAY8BX3P1Q6gtj9qpZykbluNy9D7jYzGYAjwMfzFYtPI76cZnZJ4FOd19jZlemi7NUHTNjirjC3XeZ2WxgtZm9lafuWBpX2dTinkCsm9mPAXvCrijhsTOU5xrfqBu3mU0gFQAecPdfhOIxP640dz8A/JbU8eMZZpb+UhXtY3//w/z3kDr0N5rGdQXwKTPbRurw6SdI7RmM5TEB4O67wmMnqYB9GTW0DZZDLQaBWrmZ/UogfRXCUuCJSPlN4UqGy4GDYZf2aeBqM5sZrna4OpRVRThG/FNgo7t/LzJrrI+rPuwBYGZnAH9G6nzHs8BnQrXMcaXH+xngN54627gSWBKutFkINAIvV2YUg7n77e4+z90XkPq8/Mbd/wtjeEwAZjbVzM5MPye17WxgjG+DZVftM9Mj8UfqLP/bpI7V3lHt/sTo74NAB3CS1LeOm0kdY30G2Bwezwp1DfhhGNt6oCnSzl+SOhnXBny+ymP6KKld5nXA2vB3XQ2M64+B18K4NgBfD+XnkfqH1wY8CkwK5ZPDdFuYf16krTvCeDcB11Z7Owx9upKBq4PG9JhC/18Pf2+k/xeM9W2w3H/6xbCISILV4uEgERGJSUFARCTBFARERBJMQUBEJMEUBEREEkxBQEQkwRQEREQSTEFARCTB/j/LcXydBhcoCQAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc1047ce80>"
+       "<matplotlib.figure.Figure at 0x7f60e7f63550>"
       ]
      },
      "metadata": {
@@ -369,9 +379,9 @@
     "        prev_sensor_value = sensor_value;\n",
     "    return ret\n",
     "\n",
-    "plt.plot(data_ir[6000//decimation:6400//decimation])\n",
+    "plt.plot(data_ir[6000:6400])\n",
     "pulses = spo2_detectPulse(-lpbFilterIR)\n",
-    "plt.plot(pulses[6000//decimation:6400//decimation])\n",
+    "plt.plot(pulses[6000:6400])\n",
     "plt.show()\n",
     "\n",
     "plt.plot(pulses)\n",
@@ -395,24 +405,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc0e1e2b70>]"
+       "[<matplotlib.lines.Line2D at 0x7f60e7ec5630>]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc10535cf8>"
+       "<matplotlib.figure.Figure at 0x7f60ea1744a8>"
       ]
      },
      "metadata": {
@@ -435,9 +445,9 @@
     "    return ret\n",
     "\n",
     "                \n",
-    "plt.plot(data_ir[6000//decimation:7800//decimation])\n",
+    "plt.plot(data_ir[6000:7800])\n",
     "spo2_resets = knock_out_pulses(pulses)\n",
-    "plt.plot(spo2_resets[6000//decimation:7800//decimation])"
+    "plt.plot(spo2_resets[6000:7800])"
    ]
   },
   {
@@ -449,24 +459,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc0e1474e0>]"
+       "[<matplotlib.lines.Line2D at 0x7f60e7ee2d30>]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc1052f048>"
+       "<matplotlib.figure.Figure at 0x7f60e7ee28d0>"
       ]
      },
      "metadata": {
@@ -480,30 +490,30 @@
     "data_ir_sq = data_ir * data_ir\n",
     "data_red_sq = data_red * data_red\n",
     "\n",
-    "plt.plot(data_ir_sq[6000//decimation:7800//decimation])\n",
-    "plt.plot(data_red_sq[6000//decimation:7800//decimation])"
+    "plt.plot(data_ir_sq[6000:7800])\n",
+    "plt.plot(data_red_sq[6000:7800])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc0e1310f0>]"
+       "[<matplotlib.lines.Line2D at 0x7f60e7d92dd8>]"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc0e161198>"
+       "<matplotlib.figure.Figure at 0x7f60e7e506a0>"
       ]
      },
      "metadata": {
@@ -527,31 +537,31 @@
     "irACValueSqSum = accumulate_wit_reset(data_ir_sq, spo2_resets)\n",
     "redACValueSqSum = accumulate_wit_reset(data_red_sq, spo2_resets)\n",
     "\n",
-    "plt.plot(irACValueSqSum[6000//decimation:7800//decimation])\n",
-    "plt.plot(redACValueSqSum[6000//decimation:7800//decimation])\n",
-    "plt.plot(pulses[6000//decimation:7800//decimation]*10000)"
+    "plt.plot(irACValueSqSum[6000:7800])\n",
+    "plt.plot(redACValueSqSum[6000:7800])\n",
+    "plt.plot(pulses[6000:7800]*10000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc0e08b9e8>]"
+       "[<matplotlib.lines.Line2D at 0x7f60e7de4a90>]"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc0e182d68>"
+       "<matplotlib.figure.Figure at 0x7f60e7d9c630>"
       ]
      },
      "metadata": {
@@ -570,30 +580,30 @@
     "    samplesRecorded[i] = n\n",
     "    if(spo2_resets[i]):\n",
     "        n = 0\n",
-    "plt.plot(spo2_resets[6000//decimation:7800//decimation])\n",
-    "plt.plot(samplesRecorded[6000//decimation:7800//decimation])\n"
+    "plt.plot(spo2_resets[6000:7800])\n",
+    "plt.plot(samplesRecorded[6000:7800])\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc10440908>]"
+       "[<matplotlib.lines.Line2D at 0x7f60e7dc6e10>]"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc0e11c400>"
+       "<matplotlib.figure.Figure at 0x7f60e7dc66d8>"
       ]
      },
      "metadata": {
@@ -607,8 +617,8 @@
     "# After each reset, the ratio becomes a bit unstable as very few samples are averaged\n",
     "\n",
     "ratioRMS = numpy.log(numpy.sqrt(redACValueSqSum/samplesRecorded) ) / numpy.log( numpy.sqrt(irACValueSqSum/samplesRecorded) )\n",
-    "plt.plot(ratioRMS[6000//decimation:7800//decimation])\n",
-    "plt.plot(spo2_resets[6000//decimation:7800//decimation]/1000)\n"
+    "plt.plot(ratioRMS[6000:7800])\n",
+    "plt.plot(spo2_resets[6000:7800]/1000)\n"
    ]
   },
   {
@@ -621,7 +631,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -630,24 +640,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc1040ccf8>]"
+       "[<matplotlib.lines.Line2D at 0x7f60e7f81cc0>]"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc0e21f940>"
+       "<matplotlib.figure.Figure at 0x7f60e7f812b0>"
       ]
      },
      "metadata": {
@@ -659,30 +669,30 @@
    "source": [
     "# Plot the values this creates.\n",
     "# Keep in mind that it becomes unstable every fourth beat due to the reset\n",
-    "plt.plot(currentSaO2Value[6000//decimation:7800//decimation])\n",
-    "plt.plot(pulses[6000//decimation:7800//decimation]/1000 + 96)"
+    "plt.plot(currentSaO2Value[6000:7800])\n",
+    "plt.plot(pulses[6000:7800]/1000 + 96)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fdc0e0503c8>]"
+       "[<matplotlib.lines.Line2D at 0x7f60e7cd9908>]"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdc1044b7b8>"
+       "<matplotlib.figure.Figure at 0x7f60e7f3d208>"
       ]
      },
      "metadata": {
@@ -708,7 +718,7 @@
     "\n",
     "Looks like the magic lies within this scaling. More reading to do...\n",
     "\n",
-    "The commercial meter showed values between 96% and 97%. This implementation shows 98%. To be tested at lower values."
+    "The commercial meter showed values between 88% and 99%. This implementation shows 97.5% to 98.5%."
    ]
   }
  ],